In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f4973660748>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f49735c1780>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0
/home/tia/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs = tf.placeholder(tf.float32, shape=(None,image_width,image_height,image_channels), name='inputs')
z = tf.placeholder(tf.float32, shape=(None,z_dim), name='z')
lr = tf.placeholder(tf.float32, name='learning_rate')
return inputs, z, lr
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
# Hyperparameters
alpha = 0.2
h1_filters = 128
h2_filters = 256
h3_filters = 512
#build model
with tf.variable_scope('discriminator', reuse=reuse):
#images_channel = images.get_shape().as_list()[3]
h1 = tf.layers.conv2d(images, h1_filters, 5, strides=2, padding='same')
h1 = tf.maximum(alpha * h1, h1)
#now 14 x 14 x 128
h2 = tf.layers.conv2d(h1, h2_filters, 5, strides=2, padding='same')
h2 = tf.layers.batch_normalization(h2, training=True)
h2 = tf.maximum(alpha * h2, h2)
#now 7 x 7 x 256
h3 = tf.layers.conv2d(h2, h3_filters, 3, strides=2, padding='same')
h3 = tf.layers.batch_normalization(h3, training=True)
h3 = tf.maximum(alpha * h3, h3)
#now 4 x 4 x 512
flat = tf.reshape(h3, (-1, 4 * 4 * h3_filters))
logits = tf.layers.dense(flat,1)
out = tf.nn.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
# Hyperparameters
alpha = 0.2
h1_filters = 512
h2_filters = 256
h3_filters = 128
#build model
with tf.variable_scope('generator', reuse=not is_train):
h1 = tf.layers.dense(z, 3 * 3 * h1_filters)
h1 = tf.reshape(h1, (-1, 3, 3, h1_filters))
h1 = tf.layers.batch_normalization(h1, training=is_train)
h1 = tf.maximum(alpha * h1, h1)
#now 3 x 3 x 512
h2 = tf.layers.conv2d_transpose(h1, h2_filters, 3, strides=2, padding='valid')
h2 = tf.layers.batch_normalization(h2, training=is_train)
h2 = tf.maximum(alpha * h2, h2)
#now 7 x 7 x 256
h3 = tf.layers.conv2d_transpose(h2, h3_filters, 5, strides=2, padding='same')
h3 = tf.layers.batch_normalization(h3, training=is_train)
h3 = tf.maximum(alpha * h3, h3)
#now 14 x 14 x 128
logits = tf.layers.conv2d_transpose(h3, out_channel_dim, 5, strides=2, padding='same')
image = tf.nn.tanh(logits)
return image
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
# Hyperparameters
smooth = 0.1
out_real, logits_real = discriminator(input_real)
image_fake = generator(input_z, out_channel_dim, is_train=True)
out_fake, logits_fake = discriminator(image_fake, reuse=True)
d_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(labels=tf.ones_like(logits_real) * (1 - smooth),
logits=logits_real))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(labels=tf.zeros_like(logits_fake),
logits=logits_fake))
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(labels=tf.ones_like(logits_fake),
logits=logits_fake))
return d_loss + d_loss_fake, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
#saver = tf.train.Saver()
steps = 0
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# real images rescale
batch_images = batch_images * 2.0
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_real: batch_images, input_z: batch_z})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.5156... Generator Loss: 5.7589 Epoch 1/2... Discriminator Loss: 1.5636... Generator Loss: 0.5048 Epoch 1/2... Discriminator Loss: 0.6073... Generator Loss: 2.4074 Epoch 1/2... Discriminator Loss: 1.1610... Generator Loss: 6.2258 Epoch 1/2... Discriminator Loss: 0.6811... Generator Loss: 4.8196 Epoch 1/2... Discriminator Loss: 0.5586... Generator Loss: 2.3557 Epoch 1/2... Discriminator Loss: 0.5487... Generator Loss: 2.3241 Epoch 1/2... Discriminator Loss: 0.4802... Generator Loss: 3.5235 Epoch 1/2... Discriminator Loss: 0.9406... Generator Loss: 3.4780 Epoch 1/2... Discriminator Loss: 0.8560... Generator Loss: 1.1576
Epoch 1/2... Discriminator Loss: 0.6407... Generator Loss: 2.1974 Epoch 1/2... Discriminator Loss: 0.7361... Generator Loss: 1.8424 Epoch 1/2... Discriminator Loss: 0.6390... Generator Loss: 2.1199 Epoch 1/2... Discriminator Loss: 0.7263... Generator Loss: 1.4493 Epoch 1/2... Discriminator Loss: 0.8940... Generator Loss: 3.7485 Epoch 1/2... Discriminator Loss: 0.5859... Generator Loss: 2.8066 Epoch 1/2... Discriminator Loss: 0.6692... Generator Loss: 1.9261 Epoch 1/2... Discriminator Loss: 0.8702... Generator Loss: 1.2862 Epoch 1/2... Discriminator Loss: 0.7834... Generator Loss: 1.3113 Epoch 1/2... Discriminator Loss: 0.7467... Generator Loss: 1.4407
Epoch 1/2... Discriminator Loss: 1.0635... Generator Loss: 3.3336 Epoch 1/2... Discriminator Loss: 0.8711... Generator Loss: 1.1537 Epoch 1/2... Discriminator Loss: 0.7327... Generator Loss: 2.1697 Epoch 1/2... Discriminator Loss: 0.7142... Generator Loss: 1.5911 Epoch 1/2... Discriminator Loss: 0.8927... Generator Loss: 3.3599 Epoch 1/2... Discriminator Loss: 1.1747... Generator Loss: 3.1110 Epoch 1/2... Discriminator Loss: 0.8894... Generator Loss: 1.9892 Epoch 1/2... Discriminator Loss: 0.7548... Generator Loss: 1.6711 Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.9294 Epoch 1/2... Discriminator Loss: 0.7112... Generator Loss: 1.4647
Epoch 1/2... Discriminator Loss: 0.6965... Generator Loss: 2.3144 Epoch 1/2... Discriminator Loss: 0.6658... Generator Loss: 1.7898 Epoch 1/2... Discriminator Loss: 0.8612... Generator Loss: 2.3449 Epoch 1/2... Discriminator Loss: 1.1625... Generator Loss: 4.2994 Epoch 1/2... Discriminator Loss: 0.7560... Generator Loss: 1.2609 Epoch 1/2... Discriminator Loss: 0.6865... Generator Loss: 1.4957 Epoch 1/2... Discriminator Loss: 0.7407... Generator Loss: 1.4043 Epoch 1/2... Discriminator Loss: 0.6019... Generator Loss: 2.1169 Epoch 1/2... Discriminator Loss: 0.7154... Generator Loss: 2.8160 Epoch 1/2... Discriminator Loss: 0.6241... Generator Loss: 2.2607
Epoch 1/2... Discriminator Loss: 1.0892... Generator Loss: 3.3974 Epoch 1/2... Discriminator Loss: 0.7623... Generator Loss: 1.2457 Epoch 1/2... Discriminator Loss: 0.6112... Generator Loss: 2.4251 Epoch 1/2... Discriminator Loss: 0.6350... Generator Loss: 1.7797 Epoch 1/2... Discriminator Loss: 0.8125... Generator Loss: 1.2408 Epoch 1/2... Discriminator Loss: 1.0182... Generator Loss: 0.9300 Epoch 1/2... Discriminator Loss: 0.6593... Generator Loss: 2.0481 Epoch 1/2... Discriminator Loss: 0.7620... Generator Loss: 1.3055 Epoch 1/2... Discriminator Loss: 0.6311... Generator Loss: 1.8252 Epoch 1/2... Discriminator Loss: 1.0336... Generator Loss: 0.7815
Epoch 1/2... Discriminator Loss: 0.6768... Generator Loss: 1.7385 Epoch 1/2... Discriminator Loss: 0.6733... Generator Loss: 1.7628 Epoch 1/2... Discriminator Loss: 0.9756... Generator Loss: 2.4644 Epoch 1/2... Discriminator Loss: 0.9443... Generator Loss: 0.9789 Epoch 1/2... Discriminator Loss: 0.8015... Generator Loss: 3.0220 Epoch 1/2... Discriminator Loss: 0.9261... Generator Loss: 0.9614 Epoch 1/2... Discriminator Loss: 0.7460... Generator Loss: 1.4808 Epoch 1/2... Discriminator Loss: 0.7453... Generator Loss: 1.5319 Epoch 1/2... Discriminator Loss: 0.7355... Generator Loss: 2.6748 Epoch 1/2... Discriminator Loss: 0.8316... Generator Loss: 1.2487
Epoch 1/2... Discriminator Loss: 0.6956... Generator Loss: 1.9702 Epoch 1/2... Discriminator Loss: 0.7832... Generator Loss: 2.3523 Epoch 1/2... Discriminator Loss: 0.7441... Generator Loss: 1.3560 Epoch 1/2... Discriminator Loss: 0.6428... Generator Loss: 1.5919 Epoch 1/2... Discriminator Loss: 1.0706... Generator Loss: 0.8089 Epoch 1/2... Discriminator Loss: 0.8162... Generator Loss: 2.1384 Epoch 1/2... Discriminator Loss: 0.8908... Generator Loss: 1.0995 Epoch 1/2... Discriminator Loss: 0.7072... Generator Loss: 2.3068 Epoch 1/2... Discriminator Loss: 0.7654... Generator Loss: 1.9409 Epoch 1/2... Discriminator Loss: 0.8917... Generator Loss: 1.0187
Epoch 1/2... Discriminator Loss: 0.6480... Generator Loss: 1.8274 Epoch 1/2... Discriminator Loss: 0.8536... Generator Loss: 1.1019 Epoch 1/2... Discriminator Loss: 0.7726... Generator Loss: 2.4708 Epoch 1/2... Discriminator Loss: 0.8698... Generator Loss: 2.7495 Epoch 1/2... Discriminator Loss: 0.8185... Generator Loss: 1.2789 Epoch 1/2... Discriminator Loss: 0.8296... Generator Loss: 1.0955 Epoch 1/2... Discriminator Loss: 0.9038... Generator Loss: 1.0432 Epoch 1/2... Discriminator Loss: 0.6500... Generator Loss: 1.9469 Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.0806 Epoch 1/2... Discriminator Loss: 0.9609... Generator Loss: 0.9461
Epoch 1/2... Discriminator Loss: 0.6572... Generator Loss: 1.7249 Epoch 1/2... Discriminator Loss: 0.7552... Generator Loss: 2.1371 Epoch 1/2... Discriminator Loss: 0.8201... Generator Loss: 2.6138 Epoch 1/2... Discriminator Loss: 0.9139... Generator Loss: 2.8020 Epoch 1/2... Discriminator Loss: 0.8092... Generator Loss: 1.1872 Epoch 1/2... Discriminator Loss: 0.6576... Generator Loss: 1.7450 Epoch 1/2... Discriminator Loss: 0.7393... Generator Loss: 1.3114 Epoch 1/2... Discriminator Loss: 1.0238... Generator Loss: 0.8798 Epoch 1/2... Discriminator Loss: 0.7953... Generator Loss: 1.3964 Epoch 1/2... Discriminator Loss: 0.7411... Generator Loss: 2.6819
Epoch 1/2... Discriminator Loss: 0.8101... Generator Loss: 1.1294 Epoch 1/2... Discriminator Loss: 0.7346... Generator Loss: 1.3427 Epoch 1/2... Discriminator Loss: 1.0301... Generator Loss: 0.9126 Epoch 2/2... Discriminator Loss: 0.7489... Generator Loss: 1.3355 Epoch 2/2... Discriminator Loss: 0.8279... Generator Loss: 2.6445 Epoch 2/2... Discriminator Loss: 0.6768... Generator Loss: 1.6210 Epoch 2/2... Discriminator Loss: 1.2060... Generator Loss: 0.7127 Epoch 2/2... Discriminator Loss: 0.8295... Generator Loss: 1.3322 Epoch 2/2... Discriminator Loss: 0.6640... Generator Loss: 1.6247 Epoch 2/2... Discriminator Loss: 0.9139... Generator Loss: 0.9402
Epoch 2/2... Discriminator Loss: 0.6640... Generator Loss: 1.8803 Epoch 2/2... Discriminator Loss: 0.8842... Generator Loss: 1.0414 Epoch 2/2... Discriminator Loss: 0.9581... Generator Loss: 1.2682 Epoch 2/2... Discriminator Loss: 0.8548... Generator Loss: 1.1536 Epoch 2/2... Discriminator Loss: 0.6947... Generator Loss: 1.5008 Epoch 2/2... Discriminator Loss: 0.8533... Generator Loss: 1.1055 Epoch 2/2... Discriminator Loss: 0.5849... Generator Loss: 2.0040 Epoch 2/2... Discriminator Loss: 0.7842... Generator Loss: 1.1652 Epoch 2/2... Discriminator Loss: 0.9949... Generator Loss: 0.8547 Epoch 2/2... Discriminator Loss: 0.6431... Generator Loss: 2.3785
Epoch 2/2... Discriminator Loss: 0.6440... Generator Loss: 1.5097 Epoch 2/2... Discriminator Loss: 1.0659... Generator Loss: 2.2496 Epoch 2/2... Discriminator Loss: 0.8225... Generator Loss: 1.3105 Epoch 2/2... Discriminator Loss: 0.8158... Generator Loss: 1.6775 Epoch 2/2... Discriminator Loss: 0.6606... Generator Loss: 1.5317 Epoch 2/2... Discriminator Loss: 0.8853... Generator Loss: 0.9981 Epoch 2/2... Discriminator Loss: 0.7166... Generator Loss: 1.8789 Epoch 2/2... Discriminator Loss: 0.7288... Generator Loss: 1.2727 Epoch 2/2... Discriminator Loss: 0.8545... Generator Loss: 1.0726 Epoch 2/2... Discriminator Loss: 0.8461... Generator Loss: 1.0380
Epoch 2/2... Discriminator Loss: 0.7760... Generator Loss: 1.1495 Epoch 2/2... Discriminator Loss: 1.7061... Generator Loss: 0.4052 Epoch 2/2... Discriminator Loss: 1.0116... Generator Loss: 0.8513 Epoch 2/2... Discriminator Loss: 0.8225... Generator Loss: 2.4135 Epoch 2/2... Discriminator Loss: 0.6375... Generator Loss: 1.6647 Epoch 2/2... Discriminator Loss: 0.6261... Generator Loss: 1.8516 Epoch 2/2... Discriminator Loss: 0.9808... Generator Loss: 0.8815 Epoch 2/2... Discriminator Loss: 0.7094... Generator Loss: 1.3731 Epoch 2/2... Discriminator Loss: 0.9306... Generator Loss: 0.9322 Epoch 2/2... Discriminator Loss: 0.6597... Generator Loss: 2.6562
Epoch 2/2... Discriminator Loss: 1.7808... Generator Loss: 3.7688 Epoch 2/2... Discriminator Loss: 0.7165... Generator Loss: 2.1545 Epoch 2/2... Discriminator Loss: 0.6102... Generator Loss: 1.6573 Epoch 2/2... Discriminator Loss: 0.8696... Generator Loss: 1.0461 Epoch 2/2... Discriminator Loss: 0.8955... Generator Loss: 1.0049 Epoch 2/2... Discriminator Loss: 0.7533... Generator Loss: 1.3204 Epoch 2/2... Discriminator Loss: 0.7715... Generator Loss: 1.1677 Epoch 2/2... Discriminator Loss: 1.6241... Generator Loss: 3.7383 Epoch 2/2... Discriminator Loss: 0.7334... Generator Loss: 1.5929 Epoch 2/2... Discriminator Loss: 0.5751... Generator Loss: 2.0063
Epoch 2/2... Discriminator Loss: 0.6890... Generator Loss: 1.4896 Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 1.3559 Epoch 2/2... Discriminator Loss: 0.9662... Generator Loss: 0.9264 Epoch 2/2... Discriminator Loss: 0.8345... Generator Loss: 1.3663 Epoch 2/2... Discriminator Loss: 0.7369... Generator Loss: 1.2597 Epoch 2/2... Discriminator Loss: 0.6158... Generator Loss: 1.6719 Epoch 2/2... Discriminator Loss: 0.6669... Generator Loss: 1.5059 Epoch 2/2... Discriminator Loss: 0.7474... Generator Loss: 1.2482 Epoch 2/2... Discriminator Loss: 0.6767... Generator Loss: 1.4209 Epoch 2/2... Discriminator Loss: 0.8230... Generator Loss: 1.0960
Epoch 2/2... Discriminator Loss: 1.1244... Generator Loss: 0.7005 Epoch 2/2... Discriminator Loss: 0.6515... Generator Loss: 1.9506 Epoch 2/2... Discriminator Loss: 0.7338... Generator Loss: 1.3562 Epoch 2/2... Discriminator Loss: 0.8134... Generator Loss: 1.1861 Epoch 2/2... Discriminator Loss: 0.6339... Generator Loss: 1.5958 Epoch 2/2... Discriminator Loss: 1.1455... Generator Loss: 0.7302 Epoch 2/2... Discriminator Loss: 0.7071... Generator Loss: 1.3634 Epoch 2/2... Discriminator Loss: 0.8792... Generator Loss: 1.0189 Epoch 2/2... Discriminator Loss: 0.8286... Generator Loss: 1.0954 Epoch 2/2... Discriminator Loss: 1.2763... Generator Loss: 3.0620
Epoch 2/2... Discriminator Loss: 0.8363... Generator Loss: 1.9150 Epoch 2/2... Discriminator Loss: 0.7439... Generator Loss: 1.3530 Epoch 2/2... Discriminator Loss: 0.9746... Generator Loss: 0.8901 Epoch 2/2... Discriminator Loss: 1.6905... Generator Loss: 0.4145 Epoch 2/2... Discriminator Loss: 0.8895... Generator Loss: 2.4755 Epoch 2/2... Discriminator Loss: 0.6520... Generator Loss: 1.6396 Epoch 2/2... Discriminator Loss: 0.8334... Generator Loss: 1.0913 Epoch 2/2... Discriminator Loss: 0.8265... Generator Loss: 1.8387 Epoch 2/2... Discriminator Loss: 0.6547... Generator Loss: 2.2296 Epoch 2/2... Discriminator Loss: 0.7161... Generator Loss: 1.4896
Epoch 2/2... Discriminator Loss: 0.6411... Generator Loss: 2.2253 Epoch 2/2... Discriminator Loss: 0.7936... Generator Loss: 1.1789 Epoch 2/2... Discriminator Loss: 0.7531... Generator Loss: 1.2771 Epoch 2/2... Discriminator Loss: 0.6514... Generator Loss: 1.4428 Epoch 2/2... Discriminator Loss: 0.8597... Generator Loss: 1.1685 Epoch 2/2... Discriminator Loss: 0.7409... Generator Loss: 1.6921 Epoch 2/2... Discriminator Loss: 0.8733... Generator Loss: 1.1216 Epoch 2/2... Discriminator Loss: 1.0304... Generator Loss: 0.8866 Epoch 2/2... Discriminator Loss: 0.6389... Generator Loss: 1.8933 Epoch 2/2... Discriminator Loss: 0.6865... Generator Loss: 1.5142
Epoch 2/2... Discriminator Loss: 0.6190... Generator Loss: 1.6349 Epoch 2/2... Discriminator Loss: 0.9515... Generator Loss: 1.8251 Epoch 2/2... Discriminator Loss: 1.0233... Generator Loss: 2.4382 Epoch 2/2... Discriminator Loss: 0.7090... Generator Loss: 1.7094 Epoch 2/2... Discriminator Loss: 0.9050... Generator Loss: 1.0122 Epoch 2/2... Discriminator Loss: 0.8980... Generator Loss: 1.0108 Epoch 2/2... Discriminator Loss: 0.8083... Generator Loss: 2.9772
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 4
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/4... Discriminator Loss: 0.6634... Generator Loss: 1.6905 Epoch 1/4... Discriminator Loss: 0.4642... Generator Loss: 2.5747 Epoch 1/4... Discriminator Loss: 0.3919... Generator Loss: 3.6807 Epoch 1/4... Discriminator Loss: 0.4351... Generator Loss: 4.9298 Epoch 1/4... Discriminator Loss: 0.4261... Generator Loss: 2.8850 Epoch 1/4... Discriminator Loss: 0.7053... Generator Loss: 2.5144 Epoch 1/4... Discriminator Loss: 0.9889... Generator Loss: 1.3932 Epoch 1/4... Discriminator Loss: 0.6682... Generator Loss: 2.6458 Epoch 1/4... Discriminator Loss: 2.3679... Generator Loss: 10.7066 Epoch 1/4... Discriminator Loss: 1.5836... Generator Loss: 6.4616
Epoch 1/4... Discriminator Loss: 0.5527... Generator Loss: 2.3471 Epoch 1/4... Discriminator Loss: 0.5237... Generator Loss: 2.3599 Epoch 1/4... Discriminator Loss: 0.5476... Generator Loss: 4.1704 Epoch 1/4... Discriminator Loss: 0.8951... Generator Loss: 1.4519 Epoch 1/4... Discriminator Loss: 0.7037... Generator Loss: 3.6779 Epoch 1/4... Discriminator Loss: 0.6481... Generator Loss: 1.7538 Epoch 1/4... Discriminator Loss: 0.5138... Generator Loss: 2.9275 Epoch 1/4... Discriminator Loss: 3.3002... Generator Loss: 8.7491 Epoch 1/4... Discriminator Loss: 0.6838... Generator Loss: 2.2489 Epoch 1/4... Discriminator Loss: 0.7836... Generator Loss: 1.4665
Epoch 1/4... Discriminator Loss: 0.8618... Generator Loss: 1.8692 Epoch 1/4... Discriminator Loss: 1.0089... Generator Loss: 2.7127 Epoch 1/4... Discriminator Loss: 2.0106... Generator Loss: 6.6721 Epoch 1/4... Discriminator Loss: 1.1128... Generator Loss: 0.7101 Epoch 1/4... Discriminator Loss: 0.8023... Generator Loss: 1.6204 Epoch 1/4... Discriminator Loss: 1.2837... Generator Loss: 0.7271 Epoch 1/4... Discriminator Loss: 0.8180... Generator Loss: 1.3958 Epoch 1/4... Discriminator Loss: 0.7565... Generator Loss: 1.7593 Epoch 1/4... Discriminator Loss: 0.9663... Generator Loss: 1.0280 Epoch 1/4... Discriminator Loss: 0.5886... Generator Loss: 2.2770
Epoch 1/4... Discriminator Loss: 1.5239... Generator Loss: 0.4799 Epoch 1/4... Discriminator Loss: 0.8669... Generator Loss: 1.6160 Epoch 1/4... Discriminator Loss: 0.8401... Generator Loss: 1.3401 Epoch 1/4... Discriminator Loss: 0.6674... Generator Loss: 2.2473 Epoch 1/4... Discriminator Loss: 0.4897... Generator Loss: 3.5131 Epoch 1/4... Discriminator Loss: 0.7085... Generator Loss: 1.9651 Epoch 1/4... Discriminator Loss: 1.0616... Generator Loss: 0.9423 Epoch 1/4... Discriminator Loss: 0.9837... Generator Loss: 4.5344 Epoch 1/4... Discriminator Loss: 1.2607... Generator Loss: 0.6698 Epoch 1/4... Discriminator Loss: 0.7733... Generator Loss: 1.9289
Epoch 1/4... Discriminator Loss: 1.2790... Generator Loss: 4.1380 Epoch 1/4... Discriminator Loss: 1.3720... Generator Loss: 0.6787 Epoch 1/4... Discriminator Loss: 0.5276... Generator Loss: 2.8020 Epoch 1/4... Discriminator Loss: 0.7115... Generator Loss: 1.8258 Epoch 1/4... Discriminator Loss: 0.7944... Generator Loss: 2.8884 Epoch 1/4... Discriminator Loss: 1.3938... Generator Loss: 0.6767 Epoch 1/4... Discriminator Loss: 0.6595... Generator Loss: 1.9810 Epoch 1/4... Discriminator Loss: 0.6857... Generator Loss: 3.1252 Epoch 1/4... Discriminator Loss: 0.6982... Generator Loss: 1.4637 Epoch 1/4... Discriminator Loss: 1.0516... Generator Loss: 0.9035
Epoch 1/4... Discriminator Loss: 0.8040... Generator Loss: 2.8502 Epoch 1/4... Discriminator Loss: 0.7531... Generator Loss: 1.6232 Epoch 1/4... Discriminator Loss: 0.8975... Generator Loss: 1.3644 Epoch 1/4... Discriminator Loss: 0.7228... Generator Loss: 2.0628 Epoch 1/4... Discriminator Loss: 1.2013... Generator Loss: 0.8539 Epoch 1/4... Discriminator Loss: 0.7933... Generator Loss: 2.1242 Epoch 1/4... Discriminator Loss: 0.7723... Generator Loss: 2.0745 Epoch 1/4... Discriminator Loss: 0.7016... Generator Loss: 1.7057 Epoch 1/4... Discriminator Loss: 0.9369... Generator Loss: 3.6634 Epoch 1/4... Discriminator Loss: 0.9580... Generator Loss: 2.0271
Epoch 1/4... Discriminator Loss: 1.0876... Generator Loss: 0.9100 Epoch 1/4... Discriminator Loss: 1.0450... Generator Loss: 0.9001 Epoch 1/4... Discriminator Loss: 0.8958... Generator Loss: 1.1618 Epoch 1/4... Discriminator Loss: 0.8950... Generator Loss: 2.8749 Epoch 1/4... Discriminator Loss: 1.1152... Generator Loss: 0.7976 Epoch 1/4... Discriminator Loss: 0.9598... Generator Loss: 1.0713 Epoch 1/4... Discriminator Loss: 1.0153... Generator Loss: 0.9033 Epoch 1/4... Discriminator Loss: 0.8127... Generator Loss: 1.1867 Epoch 1/4... Discriminator Loss: 0.9443... Generator Loss: 1.1367 Epoch 1/4... Discriminator Loss: 0.9704... Generator Loss: 1.2862
Epoch 1/4... Discriminator Loss: 1.2820... Generator Loss: 0.6442 Epoch 1/4... Discriminator Loss: 1.0604... Generator Loss: 1.9763 Epoch 1/4... Discriminator Loss: 0.9262... Generator Loss: 1.0451 Epoch 1/4... Discriminator Loss: 0.8784... Generator Loss: 1.0963 Epoch 1/4... Discriminator Loss: 0.7537... Generator Loss: 1.7939 Epoch 1/4... Discriminator Loss: 0.9174... Generator Loss: 1.0345 Epoch 1/4... Discriminator Loss: 0.9091... Generator Loss: 1.1097 Epoch 1/4... Discriminator Loss: 0.9334... Generator Loss: 1.0438 Epoch 1/4... Discriminator Loss: 1.3557... Generator Loss: 0.6795 Epoch 1/4... Discriminator Loss: 0.7631... Generator Loss: 1.7593
Epoch 1/4... Discriminator Loss: 0.8161... Generator Loss: 1.6942 Epoch 1/4... Discriminator Loss: 0.7648... Generator Loss: 1.6943 Epoch 1/4... Discriminator Loss: 0.6372... Generator Loss: 1.7081 Epoch 1/4... Discriminator Loss: 0.9266... Generator Loss: 1.0513 Epoch 1/4... Discriminator Loss: 0.7924... Generator Loss: 2.0322 Epoch 1/4... Discriminator Loss: 1.1254... Generator Loss: 2.7256 Epoch 1/4... Discriminator Loss: 0.8661... Generator Loss: 1.7368 Epoch 1/4... Discriminator Loss: 0.8879... Generator Loss: 1.0951 Epoch 1/4... Discriminator Loss: 1.0729... Generator Loss: 0.8779 Epoch 1/4... Discriminator Loss: 0.8120... Generator Loss: 1.9565
Epoch 1/4... Discriminator Loss: 0.8187... Generator Loss: 1.2910 Epoch 1/4... Discriminator Loss: 0.7099... Generator Loss: 1.8326 Epoch 1/4... Discriminator Loss: 0.8449... Generator Loss: 2.1334 Epoch 1/4... Discriminator Loss: 0.7019... Generator Loss: 1.6730 Epoch 1/4... Discriminator Loss: 0.7714... Generator Loss: 2.3247 Epoch 1/4... Discriminator Loss: 0.7211... Generator Loss: 1.8521 Epoch 1/4... Discriminator Loss: 0.9847... Generator Loss: 1.0925 Epoch 1/4... Discriminator Loss: 0.7645... Generator Loss: 2.0792 Epoch 1/4... Discriminator Loss: 0.8532... Generator Loss: 1.4493 Epoch 1/4... Discriminator Loss: 0.9431... Generator Loss: 1.3055
Epoch 1/4... Discriminator Loss: 0.8265... Generator Loss: 1.1529 Epoch 1/4... Discriminator Loss: 0.6878... Generator Loss: 1.5602 Epoch 1/4... Discriminator Loss: 0.8816... Generator Loss: 1.9600 Epoch 1/4... Discriminator Loss: 0.8306... Generator Loss: 1.6683 Epoch 1/4... Discriminator Loss: 0.7158... Generator Loss: 1.6830 Epoch 1/4... Discriminator Loss: 0.8708... Generator Loss: 1.1582 Epoch 1/4... Discriminator Loss: 0.9932... Generator Loss: 2.2346 Epoch 1/4... Discriminator Loss: 0.8636... Generator Loss: 1.1249 Epoch 1/4... Discriminator Loss: 1.3841... Generator Loss: 0.5614 Epoch 1/4... Discriminator Loss: 0.7826... Generator Loss: 1.4320
Epoch 1/4... Discriminator Loss: 0.8740... Generator Loss: 1.2388 Epoch 1/4... Discriminator Loss: 1.1401... Generator Loss: 0.8215 Epoch 1/4... Discriminator Loss: 0.9261... Generator Loss: 1.0942 Epoch 1/4... Discriminator Loss: 0.9309... Generator Loss: 1.0718 Epoch 1/4... Discriminator Loss: 0.8279... Generator Loss: 1.4819 Epoch 1/4... Discriminator Loss: 0.9430... Generator Loss: 1.0483 Epoch 1/4... Discriminator Loss: 0.8857... Generator Loss: 1.9150 Epoch 1/4... Discriminator Loss: 0.8209... Generator Loss: 2.2091 Epoch 1/4... Discriminator Loss: 1.7043... Generator Loss: 0.3547 Epoch 1/4... Discriminator Loss: 0.7452... Generator Loss: 1.9557
Epoch 1/4... Discriminator Loss: 0.7270... Generator Loss: 1.5081 Epoch 1/4... Discriminator Loss: 0.7591... Generator Loss: 1.5867 Epoch 1/4... Discriminator Loss: 0.8871... Generator Loss: 1.1428 Epoch 1/4... Discriminator Loss: 0.9163... Generator Loss: 1.6637 Epoch 1/4... Discriminator Loss: 1.2459... Generator Loss: 0.6144 Epoch 1/4... Discriminator Loss: 1.2103... Generator Loss: 0.6558 Epoch 1/4... Discriminator Loss: 1.7553... Generator Loss: 0.3710 Epoch 1/4... Discriminator Loss: 0.9303... Generator Loss: 1.1674 Epoch 1/4... Discriminator Loss: 1.2230... Generator Loss: 0.6280 Epoch 1/4... Discriminator Loss: 0.7431... Generator Loss: 1.6022
Epoch 1/4... Discriminator Loss: 1.4137... Generator Loss: 0.5181 Epoch 1/4... Discriminator Loss: 0.9139... Generator Loss: 1.2661 Epoch 1/4... Discriminator Loss: 0.9528... Generator Loss: 0.9483 Epoch 1/4... Discriminator Loss: 1.0626... Generator Loss: 2.3784 Epoch 1/4... Discriminator Loss: 0.8309... Generator Loss: 1.2014 Epoch 1/4... Discriminator Loss: 1.0786... Generator Loss: 2.2174 Epoch 1/4... Discriminator Loss: 0.9195... Generator Loss: 1.3596 Epoch 1/4... Discriminator Loss: 0.8108... Generator Loss: 1.2540 Epoch 1/4... Discriminator Loss: 0.7867... Generator Loss: 1.7499 Epoch 1/4... Discriminator Loss: 0.8034... Generator Loss: 1.2272
Epoch 1/4... Discriminator Loss: 0.6980... Generator Loss: 1.5290 Epoch 1/4... Discriminator Loss: 0.7506... Generator Loss: 2.0837 Epoch 1/4... Discriminator Loss: 0.8032... Generator Loss: 2.0127 Epoch 1/4... Discriminator Loss: 0.7701... Generator Loss: 1.7475 Epoch 1/4... Discriminator Loss: 1.0842... Generator Loss: 0.8434 Epoch 1/4... Discriminator Loss: 0.9004... Generator Loss: 1.4312 Epoch 1/4... Discriminator Loss: 1.1291... Generator Loss: 0.7174 Epoch 1/4... Discriminator Loss: 0.9483... Generator Loss: 1.0782 Epoch 1/4... Discriminator Loss: 0.7060... Generator Loss: 1.4736 Epoch 1/4... Discriminator Loss: 1.1065... Generator Loss: 0.8136
Epoch 1/4... Discriminator Loss: 1.0855... Generator Loss: 0.7278 Epoch 1/4... Discriminator Loss: 0.7537... Generator Loss: 1.7917 Epoch 1/4... Discriminator Loss: 1.0384... Generator Loss: 0.8176 Epoch 1/4... Discriminator Loss: 0.8371... Generator Loss: 1.2158 Epoch 1/4... Discriminator Loss: 1.0016... Generator Loss: 0.9843 Epoch 1/4... Discriminator Loss: 0.7413... Generator Loss: 1.4769 Epoch 1/4... Discriminator Loss: 1.0916... Generator Loss: 0.7472 Epoch 1/4... Discriminator Loss: 1.1246... Generator Loss: 0.7008 Epoch 1/4... Discriminator Loss: 1.0359... Generator Loss: 0.8373 Epoch 1/4... Discriminator Loss: 0.9577... Generator Loss: 2.1049
Epoch 1/4... Discriminator Loss: 0.8504... Generator Loss: 1.7156 Epoch 1/4... Discriminator Loss: 0.6701... Generator Loss: 1.9119 Epoch 1/4... Discriminator Loss: 0.7430... Generator Loss: 1.4822 Epoch 1/4... Discriminator Loss: 0.6344... Generator Loss: 2.0811 Epoch 1/4... Discriminator Loss: 0.8357... Generator Loss: 1.2353 Epoch 1/4... Discriminator Loss: 1.4024... Generator Loss: 0.5516 Epoch 1/4... Discriminator Loss: 1.0080... Generator Loss: 0.8488 Epoch 1/4... Discriminator Loss: 0.8359... Generator Loss: 2.1326 Epoch 1/4... Discriminator Loss: 0.9489... Generator Loss: 1.1792 Epoch 1/4... Discriminator Loss: 0.6717... Generator Loss: 2.1120
Epoch 1/4... Discriminator Loss: 0.9434... Generator Loss: 1.0854 Epoch 1/4... Discriminator Loss: 1.5539... Generator Loss: 0.4981 Epoch 1/4... Discriminator Loss: 0.9341... Generator Loss: 0.9874 Epoch 1/4... Discriminator Loss: 1.0736... Generator Loss: 0.8655 Epoch 1/4... Discriminator Loss: 0.8620... Generator Loss: 2.4385 Epoch 1/4... Discriminator Loss: 0.6399... Generator Loss: 2.7439 Epoch 1/4... Discriminator Loss: 1.0311... Generator Loss: 1.7928 Epoch 1/4... Discriminator Loss: 0.7807... Generator Loss: 1.5368 Epoch 1/4... Discriminator Loss: 1.1902... Generator Loss: 0.6621 Epoch 1/4... Discriminator Loss: 0.9473... Generator Loss: 0.9140
Epoch 1/4... Discriminator Loss: 0.8126... Generator Loss: 2.0451 Epoch 1/4... Discriminator Loss: 1.4807... Generator Loss: 0.5031 Epoch 1/4... Discriminator Loss: 1.1428... Generator Loss: 0.8069 Epoch 1/4... Discriminator Loss: 1.0732... Generator Loss: 1.1316 Epoch 1/4... Discriminator Loss: 0.9055... Generator Loss: 1.5117 Epoch 1/4... Discriminator Loss: 0.8113... Generator Loss: 1.1630 Epoch 1/4... Discriminator Loss: 0.7109... Generator Loss: 1.5092 Epoch 1/4... Discriminator Loss: 1.2384... Generator Loss: 0.6475 Epoch 1/4... Discriminator Loss: 0.9759... Generator Loss: 0.9200 Epoch 1/4... Discriminator Loss: 1.4025... Generator Loss: 0.6483
Epoch 1/4... Discriminator Loss: 0.8044... Generator Loss: 1.3546 Epoch 1/4... Discriminator Loss: 1.0741... Generator Loss: 0.8488 Epoch 1/4... Discriminator Loss: 0.7354... Generator Loss: 1.5772 Epoch 1/4... Discriminator Loss: 1.0851... Generator Loss: 2.1503 Epoch 1/4... Discriminator Loss: 0.7902... Generator Loss: 1.6296 Epoch 1/4... Discriminator Loss: 1.1745... Generator Loss: 0.6550 Epoch 1/4... Discriminator Loss: 0.8991... Generator Loss: 0.9981 Epoch 1/4... Discriminator Loss: 0.9243... Generator Loss: 0.9586 Epoch 1/4... Discriminator Loss: 0.7737... Generator Loss: 1.2466 Epoch 1/4... Discriminator Loss: 0.8469... Generator Loss: 1.5675
Epoch 1/4... Discriminator Loss: 1.0541... Generator Loss: 0.8708 Epoch 1/4... Discriminator Loss: 0.7616... Generator Loss: 1.3382 Epoch 1/4... Discriminator Loss: 1.2406... Generator Loss: 3.7650 Epoch 1/4... Discriminator Loss: 0.8777... Generator Loss: 2.7191 Epoch 1/4... Discriminator Loss: 0.8980... Generator Loss: 1.0568 Epoch 1/4... Discriminator Loss: 0.6012... Generator Loss: 2.7033 Epoch 1/4... Discriminator Loss: 1.2332... Generator Loss: 0.6215 Epoch 1/4... Discriminator Loss: 0.7363... Generator Loss: 1.6675 Epoch 1/4... Discriminator Loss: 0.8770... Generator Loss: 1.2084 Epoch 1/4... Discriminator Loss: 0.7774... Generator Loss: 2.1978
Epoch 1/4... Discriminator Loss: 0.7710... Generator Loss: 1.4641 Epoch 1/4... Discriminator Loss: 1.0149... Generator Loss: 0.9187 Epoch 1/4... Discriminator Loss: 1.0637... Generator Loss: 0.9572 Epoch 1/4... Discriminator Loss: 1.0281... Generator Loss: 2.1813 Epoch 1/4... Discriminator Loss: 0.8943... Generator Loss: 1.1268 Epoch 1/4... Discriminator Loss: 1.1026... Generator Loss: 0.7302 Epoch 1/4... Discriminator Loss: 0.8876... Generator Loss: 2.0071 Epoch 1/4... Discriminator Loss: 1.0054... Generator Loss: 0.8790 Epoch 1/4... Discriminator Loss: 0.6835... Generator Loss: 1.7813 Epoch 1/4... Discriminator Loss: 0.8060... Generator Loss: 1.2245
Epoch 1/4... Discriminator Loss: 0.7644... Generator Loss: 2.2016 Epoch 1/4... Discriminator Loss: 0.7310... Generator Loss: 1.5575 Epoch 1/4... Discriminator Loss: 0.8552... Generator Loss: 1.2187 Epoch 1/4... Discriminator Loss: 0.9121... Generator Loss: 1.0494 Epoch 1/4... Discriminator Loss: 0.6203... Generator Loss: 1.7886 Epoch 1/4... Discriminator Loss: 1.0620... Generator Loss: 0.7233 Epoch 1/4... Discriminator Loss: 1.0165... Generator Loss: 0.8886 Epoch 1/4... Discriminator Loss: 1.0620... Generator Loss: 1.2822 Epoch 1/4... Discriminator Loss: 0.8772... Generator Loss: 1.4325 Epoch 1/4... Discriminator Loss: 1.0352... Generator Loss: 1.3427
Epoch 1/4... Discriminator Loss: 1.0461... Generator Loss: 0.8033 Epoch 1/4... Discriminator Loss: 1.1824... Generator Loss: 0.7279 Epoch 1/4... Discriminator Loss: 1.0760... Generator Loss: 0.8522 Epoch 1/4... Discriminator Loss: 0.8093... Generator Loss: 1.7663 Epoch 1/4... Discriminator Loss: 0.9072... Generator Loss: 1.3675 Epoch 1/4... Discriminator Loss: 0.7692... Generator Loss: 2.6475 Epoch 1/4... Discriminator Loss: 0.7514... Generator Loss: 1.3041 Epoch 1/4... Discriminator Loss: 0.7174... Generator Loss: 1.4573 Epoch 1/4... Discriminator Loss: 0.8826... Generator Loss: 1.1923 Epoch 1/4... Discriminator Loss: 0.7849... Generator Loss: 2.0441
Epoch 1/4... Discriminator Loss: 0.7620... Generator Loss: 1.6300 Epoch 1/4... Discriminator Loss: 0.8410... Generator Loss: 1.7035 Epoch 1/4... Discriminator Loss: 0.8319... Generator Loss: 1.7143 Epoch 1/4... Discriminator Loss: 0.8238... Generator Loss: 1.2457 Epoch 1/4... Discriminator Loss: 0.8372... Generator Loss: 2.3304 Epoch 1/4... Discriminator Loss: 0.8071... Generator Loss: 1.8691 Epoch 1/4... Discriminator Loss: 1.2320... Generator Loss: 0.6526 Epoch 1/4... Discriminator Loss: 1.1067... Generator Loss: 0.7329 Epoch 1/4... Discriminator Loss: 0.8559... Generator Loss: 1.2205 Epoch 1/4... Discriminator Loss: 0.8328... Generator Loss: 1.1992
Epoch 1/4... Discriminator Loss: 1.1921... Generator Loss: 0.7164 Epoch 1/4... Discriminator Loss: 0.7664... Generator Loss: 1.3162 Epoch 1/4... Discriminator Loss: 0.7541... Generator Loss: 1.6324 Epoch 1/4... Discriminator Loss: 1.0057... Generator Loss: 2.7025 Epoch 1/4... Discriminator Loss: 0.8603... Generator Loss: 1.7098 Epoch 1/4... Discriminator Loss: 1.0852... Generator Loss: 0.8526 Epoch 1/4... Discriminator Loss: 0.9407... Generator Loss: 0.8988 Epoch 1/4... Discriminator Loss: 0.6333... Generator Loss: 1.7014 Epoch 1/4... Discriminator Loss: 0.9348... Generator Loss: 1.5887 Epoch 1/4... Discriminator Loss: 0.7371... Generator Loss: 1.5058
Epoch 1/4... Discriminator Loss: 0.7496... Generator Loss: 1.6017 Epoch 1/4... Discriminator Loss: 0.9324... Generator Loss: 1.5688 Epoch 1/4... Discriminator Loss: 1.0293... Generator Loss: 0.8125 Epoch 1/4... Discriminator Loss: 0.8573... Generator Loss: 1.0905 Epoch 1/4... Discriminator Loss: 0.7054... Generator Loss: 1.3352 Epoch 1/4... Discriminator Loss: 0.9565... Generator Loss: 0.8462 Epoch 1/4... Discriminator Loss: 0.6929... Generator Loss: 1.6373 Epoch 1/4... Discriminator Loss: 0.7747... Generator Loss: 1.2121 Epoch 1/4... Discriminator Loss: 1.1424... Generator Loss: 0.7865 Epoch 1/4... Discriminator Loss: 0.8074... Generator Loss: 1.3178
Epoch 1/4... Discriminator Loss: 0.7140... Generator Loss: 1.8998 Epoch 1/4... Discriminator Loss: 0.9282... Generator Loss: 0.9677 Epoch 1/4... Discriminator Loss: 0.7636... Generator Loss: 2.2545 Epoch 1/4... Discriminator Loss: 0.7269... Generator Loss: 1.4794 Epoch 1/4... Discriminator Loss: 0.6542... Generator Loss: 1.7937 Epoch 1/4... Discriminator Loss: 0.8646... Generator Loss: 1.1168 Epoch 1/4... Discriminator Loss: 0.7244... Generator Loss: 1.5193 Epoch 1/4... Discriminator Loss: 1.0618... Generator Loss: 0.7848 Epoch 1/4... Discriminator Loss: 1.2338... Generator Loss: 0.5905 Epoch 1/4... Discriminator Loss: 1.2325... Generator Loss: 0.7665
Epoch 1/4... Discriminator Loss: 0.7121... Generator Loss: 2.4070 Epoch 1/4... Discriminator Loss: 0.8536... Generator Loss: 1.5642 Epoch 1/4... Discriminator Loss: 0.7302... Generator Loss: 1.5240 Epoch 1/4... Discriminator Loss: 0.8347... Generator Loss: 1.3028 Epoch 1/4... Discriminator Loss: 0.7000... Generator Loss: 2.4412 Epoch 1/4... Discriminator Loss: 0.8966... Generator Loss: 2.2765 Epoch 1/4... Discriminator Loss: 0.8706... Generator Loss: 1.1940 Epoch 1/4... Discriminator Loss: 0.9869... Generator Loss: 0.9229 Epoch 1/4... Discriminator Loss: 1.1341... Generator Loss: 0.7257 Epoch 1/4... Discriminator Loss: 0.8347... Generator Loss: 1.6175
Epoch 1/4... Discriminator Loss: 0.8088... Generator Loss: 1.4460 Epoch 1/4... Discriminator Loss: 1.1262... Generator Loss: 0.7558 Epoch 1/4... Discriminator Loss: 1.2739... Generator Loss: 0.6066 Epoch 1/4... Discriminator Loss: 1.0440... Generator Loss: 0.8194 Epoch 1/4... Discriminator Loss: 1.4191... Generator Loss: 0.5063 Epoch 1/4... Discriminator Loss: 0.9681... Generator Loss: 1.0402 Epoch 1/4... Discriminator Loss: 0.7113... Generator Loss: 1.8303 Epoch 1/4... Discriminator Loss: 1.2144... Generator Loss: 0.6909 Epoch 1/4... Discriminator Loss: 0.9378... Generator Loss: 0.9405 Epoch 1/4... Discriminator Loss: 0.6577... Generator Loss: 1.5462
Epoch 1/4... Discriminator Loss: 0.7197... Generator Loss: 1.6047 Epoch 1/4... Discriminator Loss: 0.7526... Generator Loss: 1.8674 Epoch 1/4... Discriminator Loss: 0.8793... Generator Loss: 1.2242 Epoch 1/4... Discriminator Loss: 1.0215... Generator Loss: 0.8886 Epoch 1/4... Discriminator Loss: 1.0038... Generator Loss: 0.9984 Epoch 1/4... Discriminator Loss: 1.0334... Generator Loss: 0.9212 Epoch 1/4... Discriminator Loss: 1.0568... Generator Loss: 0.8148 Epoch 1/4... Discriminator Loss: 0.7961... Generator Loss: 1.7422 Epoch 1/4... Discriminator Loss: 0.8774... Generator Loss: 1.5974 Epoch 1/4... Discriminator Loss: 0.7278... Generator Loss: 1.5452
Epoch 1/4... Discriminator Loss: 0.6787... Generator Loss: 2.2548 Epoch 1/4... Discriminator Loss: 1.0898... Generator Loss: 0.8556 Epoch 1/4... Discriminator Loss: 0.9725... Generator Loss: 0.9461 Epoch 1/4... Discriminator Loss: 0.9344... Generator Loss: 1.3598 Epoch 1/4... Discriminator Loss: 0.9196... Generator Loss: 1.1977 Epoch 1/4... Discriminator Loss: 0.7572... Generator Loss: 1.3591 Epoch 1/4... Discriminator Loss: 1.0323... Generator Loss: 0.8729 Epoch 1/4... Discriminator Loss: 1.4963... Generator Loss: 4.4082 Epoch 1/4... Discriminator Loss: 0.7654... Generator Loss: 1.7146 Epoch 1/4... Discriminator Loss: 0.8942... Generator Loss: 1.2304
Epoch 1/4... Discriminator Loss: 1.0313... Generator Loss: 0.8738 Epoch 1/4... Discriminator Loss: 0.8909... Generator Loss: 2.1294 Epoch 1/4... Discriminator Loss: 0.7433... Generator Loss: 1.5107 Epoch 1/4... Discriminator Loss: 1.0679... Generator Loss: 0.8095 Epoch 1/4... Discriminator Loss: 0.7276... Generator Loss: 1.5494 Epoch 1/4... Discriminator Loss: 1.0266... Generator Loss: 0.9440 Epoch 1/4... Discriminator Loss: 0.9684... Generator Loss: 1.0510 Epoch 1/4... Discriminator Loss: 0.8302... Generator Loss: 1.3758 Epoch 1/4... Discriminator Loss: 1.0965... Generator Loss: 3.0214 Epoch 1/4... Discriminator Loss: 1.2391... Generator Loss: 0.7261
Epoch 1/4... Discriminator Loss: 1.1156... Generator Loss: 0.7086 Epoch 1/4... Discriminator Loss: 0.8360... Generator Loss: 1.1766 Epoch 1/4... Discriminator Loss: 0.7214... Generator Loss: 1.3224 Epoch 1/4... Discriminator Loss: 0.9903... Generator Loss: 0.9375 Epoch 1/4... Discriminator Loss: 0.9170... Generator Loss: 0.9965 Epoch 1/4... Discriminator Loss: 0.9081... Generator Loss: 0.9993 Epoch 1/4... Discriminator Loss: 0.6746... Generator Loss: 1.6142 Epoch 1/4... Discriminator Loss: 0.9758... Generator Loss: 1.0409 Epoch 1/4... Discriminator Loss: 0.7704... Generator Loss: 1.4410 Epoch 1/4... Discriminator Loss: 0.7021... Generator Loss: 1.5577
Epoch 1/4... Discriminator Loss: 1.1403... Generator Loss: 0.6957 Epoch 1/4... Discriminator Loss: 1.1226... Generator Loss: 0.7998 Epoch 1/4... Discriminator Loss: 0.9135... Generator Loss: 0.9958 Epoch 1/4... Discriminator Loss: 0.8510... Generator Loss: 1.6502 Epoch 1/4... Discriminator Loss: 0.6355... Generator Loss: 1.7157 Epoch 1/4... Discriminator Loss: 1.1405... Generator Loss: 0.7151 Epoch 1/4... Discriminator Loss: 1.3982... Generator Loss: 0.6311 Epoch 1/4... Discriminator Loss: 0.8802... Generator Loss: 2.3690 Epoch 1/4... Discriminator Loss: 1.1999... Generator Loss: 0.6680 Epoch 1/4... Discriminator Loss: 0.7907... Generator Loss: 1.2580
Epoch 1/4... Discriminator Loss: 0.8163... Generator Loss: 1.3928 Epoch 1/4... Discriminator Loss: 0.8774... Generator Loss: 1.8940 Epoch 1/4... Discriminator Loss: 1.6864... Generator Loss: 0.3481 Epoch 1/4... Discriminator Loss: 0.7911... Generator Loss: 1.3064 Epoch 1/4... Discriminator Loss: 1.0368... Generator Loss: 0.8491 Epoch 1/4... Discriminator Loss: 0.6691... Generator Loss: 1.4896 Epoch 1/4... Discriminator Loss: 1.1017... Generator Loss: 0.7104 Epoch 1/4... Discriminator Loss: 0.7455... Generator Loss: 1.4325 Epoch 1/4... Discriminator Loss: 0.9544... Generator Loss: 1.8878 Epoch 1/4... Discriminator Loss: 1.0000... Generator Loss: 0.9304
Epoch 1/4... Discriminator Loss: 0.6130... Generator Loss: 2.5882 Epoch 1/4... Discriminator Loss: 0.7294... Generator Loss: 1.5359 Epoch 1/4... Discriminator Loss: 0.7828... Generator Loss: 1.5901 Epoch 1/4... Discriminator Loss: 0.8093... Generator Loss: 1.2629 Epoch 1/4... Discriminator Loss: 0.9122... Generator Loss: 1.0436 Epoch 1/4... Discriminator Loss: 1.2366... Generator Loss: 0.6308 Epoch 1/4... Discriminator Loss: 1.2897... Generator Loss: 0.5936 Epoch 1/4... Discriminator Loss: 1.2474... Generator Loss: 0.6415 Epoch 1/4... Discriminator Loss: 1.0198... Generator Loss: 0.8761 Epoch 1/4... Discriminator Loss: 0.9118... Generator Loss: 1.0019
Epoch 1/4... Discriminator Loss: 0.8689... Generator Loss: 1.1940 Epoch 1/4... Discriminator Loss: 0.9175... Generator Loss: 1.0242 Epoch 1/4... Discriminator Loss: 0.7715... Generator Loss: 1.2181 Epoch 1/4... Discriminator Loss: 1.0804... Generator Loss: 0.8160 Epoch 1/4... Discriminator Loss: 1.0506... Generator Loss: 0.8387 Epoch 1/4... Discriminator Loss: 0.8008... Generator Loss: 1.5869 Epoch 1/4... Discriminator Loss: 0.6915... Generator Loss: 1.6654 Epoch 1/4... Discriminator Loss: 0.9105... Generator Loss: 1.3777 Epoch 1/4... Discriminator Loss: 0.9770... Generator Loss: 1.1119 Epoch 1/4... Discriminator Loss: 0.8436... Generator Loss: 1.1908
Epoch 1/4... Discriminator Loss: 1.0861... Generator Loss: 0.7513 Epoch 1/4... Discriminator Loss: 0.7857... Generator Loss: 1.3934 Epoch 1/4... Discriminator Loss: 0.7432... Generator Loss: 1.3150 Epoch 1/4... Discriminator Loss: 0.6841... Generator Loss: 1.6452 Epoch 1/4... Discriminator Loss: 1.6039... Generator Loss: 0.4017 Epoch 1/4... Discriminator Loss: 0.9589... Generator Loss: 1.1048 Epoch 1/4... Discriminator Loss: 1.0520... Generator Loss: 0.7797 Epoch 1/4... Discriminator Loss: 0.9933... Generator Loss: 0.8549 Epoch 1/4... Discriminator Loss: 1.2053... Generator Loss: 0.6841 Epoch 1/4... Discriminator Loss: 0.7628... Generator Loss: 1.7217
Epoch 1/4... Discriminator Loss: 0.6473... Generator Loss: 1.7246 Epoch 1/4... Discriminator Loss: 0.7060... Generator Loss: 1.4534 Epoch 1/4... Discriminator Loss: 0.8192... Generator Loss: 1.7251 Epoch 1/4... Discriminator Loss: 1.5400... Generator Loss: 3.2641 Epoch 1/4... Discriminator Loss: 1.0174... Generator Loss: 0.9922 Epoch 1/4... Discriminator Loss: 1.4390... Generator Loss: 0.5218 Epoch 1/4... Discriminator Loss: 0.8415... Generator Loss: 1.1649 Epoch 1/4... Discriminator Loss: 1.0239... Generator Loss: 0.8301 Epoch 1/4... Discriminator Loss: 1.0900... Generator Loss: 0.7710 Epoch 1/4... Discriminator Loss: 1.0523... Generator Loss: 0.8288
Epoch 1/4... Discriminator Loss: 1.0512... Generator Loss: 1.8852 Epoch 1/4... Discriminator Loss: 1.2145... Generator Loss: 0.7743 Epoch 1/4... Discriminator Loss: 1.3230... Generator Loss: 0.6055 Epoch 1/4... Discriminator Loss: 0.8832... Generator Loss: 1.0370 Epoch 1/4... Discriminator Loss: 0.8889... Generator Loss: 1.0162 Epoch 1/4... Discriminator Loss: 0.9620... Generator Loss: 0.9570 Epoch 1/4... Discriminator Loss: 1.0270... Generator Loss: 1.6127 Epoch 1/4... Discriminator Loss: 0.8225... Generator Loss: 1.3359 Epoch 1/4... Discriminator Loss: 1.0355... Generator Loss: 0.8446 Epoch 1/4... Discriminator Loss: 1.4573... Generator Loss: 0.4598
Epoch 1/4... Discriminator Loss: 0.8440... Generator Loss: 1.1571 Epoch 1/4... Discriminator Loss: 0.8242... Generator Loss: 1.3917 Epoch 1/4... Discriminator Loss: 0.9385... Generator Loss: 1.3723 Epoch 1/4... Discriminator Loss: 0.9013... Generator Loss: 2.1150 Epoch 1/4... Discriminator Loss: 0.7774... Generator Loss: 1.3756 Epoch 1/4... Discriminator Loss: 0.9056... Generator Loss: 1.1848 Epoch 1/4... Discriminator Loss: 0.9040... Generator Loss: 1.8444 Epoch 1/4... Discriminator Loss: 0.7575... Generator Loss: 1.3997 Epoch 1/4... Discriminator Loss: 0.9338... Generator Loss: 1.0215 Epoch 1/4... Discriminator Loss: 0.9663... Generator Loss: 0.9227
Epoch 1/4... Discriminator Loss: 1.0747... Generator Loss: 0.7650 Epoch 1/4... Discriminator Loss: 0.8896... Generator Loss: 1.0846 Epoch 1/4... Discriminator Loss: 0.9122... Generator Loss: 1.6519 Epoch 1/4... Discriminator Loss: 0.8628... Generator Loss: 1.2209 Epoch 1/4... Discriminator Loss: 0.8787... Generator Loss: 1.4529 Epoch 1/4... Discriminator Loss: 0.9033... Generator Loss: 0.9813 Epoch 1/4... Discriminator Loss: 0.8644... Generator Loss: 1.6274 Epoch 1/4... Discriminator Loss: 0.7996... Generator Loss: 2.0183 Epoch 1/4... Discriminator Loss: 0.8872... Generator Loss: 1.3743 Epoch 1/4... Discriminator Loss: 0.9370... Generator Loss: 0.9457
Epoch 1/4... Discriminator Loss: 0.7173... Generator Loss: 1.9777 Epoch 1/4... Discriminator Loss: 0.9737... Generator Loss: 0.9645 Epoch 1/4... Discriminator Loss: 1.1191... Generator Loss: 0.8042 Epoch 1/4... Discriminator Loss: 1.0266... Generator Loss: 0.9272 Epoch 1/4... Discriminator Loss: 0.8486... Generator Loss: 1.0929 Epoch 1/4... Discriminator Loss: 0.6537... Generator Loss: 1.8102 Epoch 1/4... Discriminator Loss: 0.9291... Generator Loss: 0.9678 Epoch 1/4... Discriminator Loss: 0.8283... Generator Loss: 1.2051 Epoch 1/4... Discriminator Loss: 1.0484... Generator Loss: 0.8166 Epoch 1/4... Discriminator Loss: 0.7560... Generator Loss: 1.9055
Epoch 1/4... Discriminator Loss: 0.7219... Generator Loss: 1.5028 Epoch 1/4... Discriminator Loss: 0.8841... Generator Loss: 1.2063 Epoch 1/4... Discriminator Loss: 0.8034... Generator Loss: 1.7663 Epoch 1/4... Discriminator Loss: 0.8570... Generator Loss: 1.4529 Epoch 1/4... Discriminator Loss: 1.1197... Generator Loss: 0.8474 Epoch 1/4... Discriminator Loss: 0.9138... Generator Loss: 0.9492 Epoch 1/4... Discriminator Loss: 0.9250... Generator Loss: 1.0246 Epoch 1/4... Discriminator Loss: 1.2079... Generator Loss: 0.7043 Epoch 1/4... Discriminator Loss: 0.8718... Generator Loss: 1.4459 Epoch 1/4... Discriminator Loss: 0.8161... Generator Loss: 1.2017
Epoch 1/4... Discriminator Loss: 1.0251... Generator Loss: 0.8670 Epoch 1/4... Discriminator Loss: 0.6740... Generator Loss: 1.8604 Epoch 1/4... Discriminator Loss: 1.6714... Generator Loss: 0.3550 Epoch 1/4... Discriminator Loss: 0.8566... Generator Loss: 1.1567 Epoch 1/4... Discriminator Loss: 0.7817... Generator Loss: 1.9814 Epoch 1/4... Discriminator Loss: 1.0272... Generator Loss: 0.8497 Epoch 1/4... Discriminator Loss: 0.7808... Generator Loss: 1.3854 Epoch 1/4... Discriminator Loss: 0.8915... Generator Loss: 1.0916 Epoch 1/4... Discriminator Loss: 0.8011... Generator Loss: 1.4040 Epoch 1/4... Discriminator Loss: 1.0931... Generator Loss: 0.7272
Epoch 1/4... Discriminator Loss: 0.8457... Generator Loss: 1.1910 Epoch 1/4... Discriminator Loss: 1.1424... Generator Loss: 0.7051 Epoch 1/4... Discriminator Loss: 1.2204... Generator Loss: 0.6444 Epoch 1/4... Discriminator Loss: 1.2237... Generator Loss: 0.6350 Epoch 1/4... Discriminator Loss: 0.7311... Generator Loss: 1.8240 Epoch 1/4... Discriminator Loss: 0.7649... Generator Loss: 1.3013 Epoch 1/4... Discriminator Loss: 1.0291... Generator Loss: 0.7853 Epoch 1/4... Discriminator Loss: 1.0092... Generator Loss: 1.1110 Epoch 1/4... Discriminator Loss: 1.2517... Generator Loss: 0.6025 Epoch 1/4... Discriminator Loss: 0.8203... Generator Loss: 1.2334
Epoch 1/4... Discriminator Loss: 1.0478... Generator Loss: 0.8058 Epoch 1/4... Discriminator Loss: 1.2776... Generator Loss: 0.5566 Epoch 1/4... Discriminator Loss: 1.1137... Generator Loss: 0.7100 Epoch 1/4... Discriminator Loss: 0.8113... Generator Loss: 1.2780 Epoch 1/4... Discriminator Loss: 1.0295... Generator Loss: 0.8503 Epoch 1/4... Discriminator Loss: 0.8200... Generator Loss: 1.5428 Epoch 1/4... Discriminator Loss: 1.3996... Generator Loss: 0.4917 Epoch 1/4... Discriminator Loss: 0.9720... Generator Loss: 1.9886 Epoch 1/4... Discriminator Loss: 0.9160... Generator Loss: 1.1862 Epoch 1/4... Discriminator Loss: 0.8804... Generator Loss: 2.0354
Epoch 1/4... Discriminator Loss: 1.1064... Generator Loss: 0.7404 Epoch 1/4... Discriminator Loss: 0.6913... Generator Loss: 1.7469 Epoch 1/4... Discriminator Loss: 0.8002... Generator Loss: 1.1800 Epoch 1/4... Discriminator Loss: 0.9266... Generator Loss: 1.0199 Epoch 1/4... Discriminator Loss: 0.9095... Generator Loss: 1.4679 Epoch 1/4... Discriminator Loss: 0.8842... Generator Loss: 1.1797 Epoch 1/4... Discriminator Loss: 0.9036... Generator Loss: 1.0118 Epoch 1/4... Discriminator Loss: 1.1482... Generator Loss: 0.7224 Epoch 1/4... Discriminator Loss: 0.9313... Generator Loss: 1.7679 Epoch 1/4... Discriminator Loss: 1.1031... Generator Loss: 0.7527
Epoch 1/4... Discriminator Loss: 0.8926... Generator Loss: 1.1465 Epoch 1/4... Discriminator Loss: 0.8790... Generator Loss: 1.3155 Epoch 1/4... Discriminator Loss: 0.8526... Generator Loss: 1.8803 Epoch 1/4... Discriminator Loss: 0.8920... Generator Loss: 1.0932 Epoch 1/4... Discriminator Loss: 0.7981... Generator Loss: 1.3631 Epoch 1/4... Discriminator Loss: 1.2086... Generator Loss: 0.7452 Epoch 1/4... Discriminator Loss: 1.3007... Generator Loss: 0.5928 Epoch 1/4... Discriminator Loss: 0.6645... Generator Loss: 1.5988 Epoch 1/4... Discriminator Loss: 1.0738... Generator Loss: 0.8310 Epoch 1/4... Discriminator Loss: 1.0763... Generator Loss: 0.7800
Epoch 1/4... Discriminator Loss: 1.0659... Generator Loss: 0.7799 Epoch 1/4... Discriminator Loss: 0.9384... Generator Loss: 1.2362 Epoch 1/4... Discriminator Loss: 0.9367... Generator Loss: 1.0146 Epoch 1/4... Discriminator Loss: 0.8323... Generator Loss: 1.1568 Epoch 1/4... Discriminator Loss: 0.9835... Generator Loss: 0.9090 Epoch 1/4... Discriminator Loss: 0.9781... Generator Loss: 0.9271 Epoch 1/4... Discriminator Loss: 0.6962... Generator Loss: 1.6017 Epoch 1/4... Discriminator Loss: 0.8319... Generator Loss: 1.1520 Epoch 1/4... Discriminator Loss: 1.0871... Generator Loss: 1.4208 Epoch 1/4... Discriminator Loss: 0.8603... Generator Loss: 1.2170
Epoch 1/4... Discriminator Loss: 0.7141... Generator Loss: 1.8680 Epoch 1/4... Discriminator Loss: 0.6096... Generator Loss: 1.8311 Epoch 1/4... Discriminator Loss: 0.7020... Generator Loss: 1.6126 Epoch 1/4... Discriminator Loss: 0.6818... Generator Loss: 1.7321 Epoch 1/4... Discriminator Loss: 0.9080... Generator Loss: 1.8030 Epoch 1/4... Discriminator Loss: 0.8865... Generator Loss: 1.1304 Epoch 1/4... Discriminator Loss: 0.8678... Generator Loss: 1.8358 Epoch 1/4... Discriminator Loss: 0.8014... Generator Loss: 2.1068 Epoch 1/4... Discriminator Loss: 0.9292... Generator Loss: 0.9891 Epoch 1/4... Discriminator Loss: 0.9817... Generator Loss: 0.8445
Epoch 1/4... Discriminator Loss: 1.1077... Generator Loss: 0.7831 Epoch 1/4... Discriminator Loss: 0.6871... Generator Loss: 1.9453 Epoch 1/4... Discriminator Loss: 0.8375... Generator Loss: 1.3754 Epoch 1/4... Discriminator Loss: 0.8788... Generator Loss: 1.0240 Epoch 1/4... Discriminator Loss: 0.8574... Generator Loss: 1.0556 Epoch 1/4... Discriminator Loss: 0.8459... Generator Loss: 1.2697 Epoch 1/4... Discriminator Loss: 0.8827... Generator Loss: 1.2443 Epoch 1/4... Discriminator Loss: 0.8077... Generator Loss: 1.2278 Epoch 1/4... Discriminator Loss: 0.5702... Generator Loss: 2.4325 Epoch 1/4... Discriminator Loss: 0.6604... Generator Loss: 1.9325
Epoch 1/4... Discriminator Loss: 1.2303... Generator Loss: 0.6947 Epoch 1/4... Discriminator Loss: 1.1237... Generator Loss: 0.7313 Epoch 1/4... Discriminator Loss: 0.7366... Generator Loss: 2.2182 Epoch 1/4... Discriminator Loss: 0.7938... Generator Loss: 1.4492 Epoch 1/4... Discriminator Loss: 0.8653... Generator Loss: 1.0968 Epoch 1/4... Discriminator Loss: 1.2718... Generator Loss: 0.5800 Epoch 1/4... Discriminator Loss: 1.0066... Generator Loss: 0.8969 Epoch 1/4... Discriminator Loss: 0.8134... Generator Loss: 1.7656 Epoch 1/4... Discriminator Loss: 0.7567... Generator Loss: 1.6293 Epoch 1/4... Discriminator Loss: 1.1043... Generator Loss: 0.7408
Epoch 1/4... Discriminator Loss: 0.7738... Generator Loss: 1.2623 Epoch 1/4... Discriminator Loss: 0.7825... Generator Loss: 2.0031 Epoch 1/4... Discriminator Loss: 1.4088... Generator Loss: 0.5586 Epoch 1/4... Discriminator Loss: 0.5955... Generator Loss: 2.1222 Epoch 1/4... Discriminator Loss: 0.6185... Generator Loss: 2.1426 Epoch 1/4... Discriminator Loss: 0.8163... Generator Loss: 1.4547 Epoch 1/4... Discriminator Loss: 1.3879... Generator Loss: 0.4899 Epoch 1/4... Discriminator Loss: 0.8695... Generator Loss: 1.1404 Epoch 1/4... Discriminator Loss: 0.6556... Generator Loss: 1.7627 Epoch 1/4... Discriminator Loss: 0.8865... Generator Loss: 1.2900
Epoch 1/4... Discriminator Loss: 0.8893... Generator Loss: 1.0738 Epoch 1/4... Discriminator Loss: 1.1049... Generator Loss: 0.7671 Epoch 1/4... Discriminator Loss: 1.3048... Generator Loss: 0.6024 Epoch 1/4... Discriminator Loss: 1.1757... Generator Loss: 1.7572 Epoch 1/4... Discriminator Loss: 0.6918... Generator Loss: 1.5398 Epoch 1/4... Discriminator Loss: 1.1229... Generator Loss: 0.7801 Epoch 1/4... Discriminator Loss: 1.1035... Generator Loss: 0.7241 Epoch 1/4... Discriminator Loss: 1.0381... Generator Loss: 0.8631 Epoch 1/4... Discriminator Loss: 1.3736... Generator Loss: 0.5636 Epoch 1/4... Discriminator Loss: 1.0790... Generator Loss: 0.7276
Epoch 1/4... Discriminator Loss: 0.8622... Generator Loss: 1.2274 Epoch 1/4... Discriminator Loss: 0.7950... Generator Loss: 1.3510 Epoch 1/4... Discriminator Loss: 0.8295... Generator Loss: 1.1504 Epoch 1/4... Discriminator Loss: 1.0112... Generator Loss: 0.8898 Epoch 1/4... Discriminator Loss: 0.8943... Generator Loss: 1.2756 Epoch 1/4... Discriminator Loss: 0.9190... Generator Loss: 1.2002 Epoch 1/4... Discriminator Loss: 0.9140... Generator Loss: 1.0699 Epoch 1/4... Discriminator Loss: 0.7541... Generator Loss: 1.3898 Epoch 1/4... Discriminator Loss: 1.1696... Generator Loss: 0.6980 Epoch 1/4... Discriminator Loss: 1.1287... Generator Loss: 0.8933
Epoch 1/4... Discriminator Loss: 0.6095... Generator Loss: 1.9247 Epoch 1/4... Discriminator Loss: 1.0693... Generator Loss: 1.9603 Epoch 1/4... Discriminator Loss: 0.8318... Generator Loss: 1.2417 Epoch 1/4... Discriminator Loss: 0.8050... Generator Loss: 1.5504 Epoch 1/4... Discriminator Loss: 0.8811... Generator Loss: 1.2370 Epoch 1/4... Discriminator Loss: 0.9073... Generator Loss: 0.9882 Epoch 1/4... Discriminator Loss: 0.6585... Generator Loss: 2.0187 Epoch 1/4... Discriminator Loss: 0.8865... Generator Loss: 1.2399 Epoch 1/4... Discriminator Loss: 0.8848... Generator Loss: 0.9900 Epoch 1/4... Discriminator Loss: 0.7869... Generator Loss: 1.2799
Epoch 1/4... Discriminator Loss: 0.9159... Generator Loss: 1.0424 Epoch 1/4... Discriminator Loss: 1.8205... Generator Loss: 0.3075 Epoch 1/4... Discriminator Loss: 1.0008... Generator Loss: 0.9744 Epoch 1/4... Discriminator Loss: 0.7481... Generator Loss: 1.9519 Epoch 1/4... Discriminator Loss: 0.9090... Generator Loss: 2.1823 Epoch 1/4... Discriminator Loss: 0.9561... Generator Loss: 1.0145 Epoch 1/4... Discriminator Loss: 0.8306... Generator Loss: 1.4684 Epoch 1/4... Discriminator Loss: 1.1283... Generator Loss: 0.7668 Epoch 1/4... Discriminator Loss: 1.0813... Generator Loss: 0.8037 Epoch 1/4... Discriminator Loss: 0.9665... Generator Loss: 0.9759
Epoch 1/4... Discriminator Loss: 0.8587... Generator Loss: 1.1220 Epoch 1/4... Discriminator Loss: 0.8340... Generator Loss: 1.1003 Epoch 1/4... Discriminator Loss: 0.7867... Generator Loss: 1.1943 Epoch 1/4... Discriminator Loss: 1.3227... Generator Loss: 0.6259 Epoch 1/4... Discriminator Loss: 0.9300... Generator Loss: 0.9355 Epoch 1/4... Discriminator Loss: 1.3471... Generator Loss: 0.5472 Epoch 1/4... Discriminator Loss: 0.8329... Generator Loss: 1.1481 Epoch 1/4... Discriminator Loss: 0.9355... Generator Loss: 1.9226 Epoch 1/4... Discriminator Loss: 0.7500... Generator Loss: 2.2683 Epoch 1/4... Discriminator Loss: 0.8446... Generator Loss: 1.4269
Epoch 1/4... Discriminator Loss: 0.8049... Generator Loss: 1.1617 Epoch 1/4... Discriminator Loss: 0.6325... Generator Loss: 1.6521 Epoch 1/4... Discriminator Loss: 1.1220... Generator Loss: 0.7091 Epoch 1/4... Discriminator Loss: 1.0233... Generator Loss: 0.8103 Epoch 1/4... Discriminator Loss: 0.6896... Generator Loss: 1.6372 Epoch 1/4... Discriminator Loss: 1.1936... Generator Loss: 0.6469 Epoch 1/4... Discriminator Loss: 1.1674... Generator Loss: 0.6953 Epoch 1/4... Discriminator Loss: 0.8499... Generator Loss: 1.1321 Epoch 1/4... Discriminator Loss: 0.8472... Generator Loss: 1.1045 Epoch 1/4... Discriminator Loss: 0.7526... Generator Loss: 1.4918
Epoch 1/4... Discriminator Loss: 1.2371... Generator Loss: 0.6426 Epoch 1/4... Discriminator Loss: 0.7753... Generator Loss: 1.2694 Epoch 1/4... Discriminator Loss: 0.8044... Generator Loss: 1.4482 Epoch 1/4... Discriminator Loss: 1.3671... Generator Loss: 0.4960 Epoch 1/4... Discriminator Loss: 0.8737... Generator Loss: 1.0122 Epoch 1/4... Discriminator Loss: 0.9176... Generator Loss: 1.4610 Epoch 1/4... Discriminator Loss: 0.8667... Generator Loss: 1.8162 Epoch 1/4... Discriminator Loss: 1.6635... Generator Loss: 2.6362 Epoch 1/4... Discriminator Loss: 1.2637... Generator Loss: 0.6340 Epoch 1/4... Discriminator Loss: 0.9694... Generator Loss: 0.9896
Epoch 1/4... Discriminator Loss: 0.7071... Generator Loss: 1.3038 Epoch 1/4... Discriminator Loss: 1.0038... Generator Loss: 1.1309 Epoch 1/4... Discriminator Loss: 1.2282... Generator Loss: 0.6348 Epoch 1/4... Discriminator Loss: 0.6603... Generator Loss: 1.5429 Epoch 1/4... Discriminator Loss: 0.9519... Generator Loss: 0.9718 Epoch 1/4... Discriminator Loss: 1.1195... Generator Loss: 0.7388 Epoch 1/4... Discriminator Loss: 0.9596... Generator Loss: 0.9081 Epoch 1/4... Discriminator Loss: 1.0115... Generator Loss: 0.9787 Epoch 1/4... Discriminator Loss: 0.8634... Generator Loss: 1.0471 Epoch 1/4... Discriminator Loss: 1.6276... Generator Loss: 0.3953
Epoch 1/4... Discriminator Loss: 0.8079... Generator Loss: 1.3466 Epoch 1/4... Discriminator Loss: 0.8325... Generator Loss: 1.4702 Epoch 1/4... Discriminator Loss: 0.6518... Generator Loss: 1.8809 Epoch 2/4... Discriminator Loss: 1.0332... Generator Loss: 0.7927 Epoch 2/4... Discriminator Loss: 0.8227... Generator Loss: 1.3914 Epoch 2/4... Discriminator Loss: 0.9529... Generator Loss: 1.2151 Epoch 2/4... Discriminator Loss: 0.9563... Generator Loss: 0.9099 Epoch 2/4... Discriminator Loss: 1.0155... Generator Loss: 0.9380 Epoch 2/4... Discriminator Loss: 0.8429... Generator Loss: 1.1575 Epoch 2/4... Discriminator Loss: 1.0433... Generator Loss: 1.0873
Epoch 2/4... Discriminator Loss: 0.6148... Generator Loss: 1.7261 Epoch 2/4... Discriminator Loss: 1.5714... Generator Loss: 0.4711 Epoch 2/4... Discriminator Loss: 0.7616... Generator Loss: 1.2358 Epoch 2/4... Discriminator Loss: 0.8923... Generator Loss: 0.9772 Epoch 2/4... Discriminator Loss: 1.1624... Generator Loss: 0.7118 Epoch 2/4... Discriminator Loss: 1.1301... Generator Loss: 0.6684 Epoch 2/4... Discriminator Loss: 0.9396... Generator Loss: 0.9987 Epoch 2/4... Discriminator Loss: 0.9808... Generator Loss: 0.8786 Epoch 2/4... Discriminator Loss: 0.8104... Generator Loss: 1.1837 Epoch 2/4... Discriminator Loss: 1.0674... Generator Loss: 0.7684
Epoch 2/4... Discriminator Loss: 0.6872... Generator Loss: 1.6466 Epoch 2/4... Discriminator Loss: 0.8720... Generator Loss: 1.5148 Epoch 2/4... Discriminator Loss: 1.4191... Generator Loss: 0.5037 Epoch 2/4... Discriminator Loss: 0.7843... Generator Loss: 1.5512 Epoch 2/4... Discriminator Loss: 0.8775... Generator Loss: 1.0264 Epoch 2/4... Discriminator Loss: 1.2498... Generator Loss: 0.6223 Epoch 2/4... Discriminator Loss: 1.0368... Generator Loss: 0.7890 Epoch 2/4... Discriminator Loss: 0.7698... Generator Loss: 1.4448 Epoch 2/4... Discriminator Loss: 0.9092... Generator Loss: 1.9343 Epoch 2/4... Discriminator Loss: 0.7791... Generator Loss: 1.2281
Epoch 2/4... Discriminator Loss: 0.8603... Generator Loss: 1.1718 Epoch 2/4... Discriminator Loss: 0.7511... Generator Loss: 1.2612 Epoch 2/4... Discriminator Loss: 0.8899... Generator Loss: 1.1357 Epoch 2/4... Discriminator Loss: 0.8886... Generator Loss: 1.1269 Epoch 2/4... Discriminator Loss: 0.8923... Generator Loss: 1.1587 Epoch 2/4... Discriminator Loss: 0.7792... Generator Loss: 2.1858 Epoch 2/4... Discriminator Loss: 0.9394... Generator Loss: 1.3046 Epoch 2/4... Discriminator Loss: 1.0578... Generator Loss: 0.8037 Epoch 2/4... Discriminator Loss: 0.7654... Generator Loss: 1.7126 Epoch 2/4... Discriminator Loss: 0.7777... Generator Loss: 1.6479
Epoch 2/4... Discriminator Loss: 1.2084... Generator Loss: 0.6796 Epoch 2/4... Discriminator Loss: 0.5983... Generator Loss: 1.9095 Epoch 2/4... Discriminator Loss: 0.8085... Generator Loss: 1.1373 Epoch 2/4... Discriminator Loss: 1.3427... Generator Loss: 0.5397 Epoch 2/4... Discriminator Loss: 1.1021... Generator Loss: 0.7265 Epoch 2/4... Discriminator Loss: 1.0493... Generator Loss: 0.8402 Epoch 2/4... Discriminator Loss: 0.9679... Generator Loss: 0.9455 Epoch 2/4... Discriminator Loss: 0.7399... Generator Loss: 1.3922 Epoch 2/4... Discriminator Loss: 0.6144... Generator Loss: 1.8668 Epoch 2/4... Discriminator Loss: 0.7824... Generator Loss: 1.8496
Epoch 2/4... Discriminator Loss: 0.9459... Generator Loss: 0.9641 Epoch 2/4... Discriminator Loss: 0.7906... Generator Loss: 1.2074 Epoch 2/4... Discriminator Loss: 0.8364... Generator Loss: 1.1649 Epoch 2/4... Discriminator Loss: 0.8889... Generator Loss: 0.9910 Epoch 2/4... Discriminator Loss: 0.9311... Generator Loss: 1.0149 Epoch 2/4... Discriminator Loss: 1.3121... Generator Loss: 0.6112 Epoch 2/4... Discriminator Loss: 0.8370... Generator Loss: 1.9685 Epoch 2/4... Discriminator Loss: 0.9276... Generator Loss: 1.3868 Epoch 2/4... Discriminator Loss: 0.9733... Generator Loss: 1.0615 Epoch 2/4... Discriminator Loss: 0.9754... Generator Loss: 0.9174
Epoch 2/4... Discriminator Loss: 0.8104... Generator Loss: 1.6665 Epoch 2/4... Discriminator Loss: 0.9053... Generator Loss: 1.2993 Epoch 2/4... Discriminator Loss: 1.0886... Generator Loss: 0.7473 Epoch 2/4... Discriminator Loss: 0.8981... Generator Loss: 1.4215 Epoch 2/4... Discriminator Loss: 0.9518... Generator Loss: 1.0036 Epoch 2/4... Discriminator Loss: 1.0404... Generator Loss: 0.8532 Epoch 2/4... Discriminator Loss: 0.7960... Generator Loss: 1.5064 Epoch 2/4... Discriminator Loss: 0.8813... Generator Loss: 1.0362 Epoch 2/4... Discriminator Loss: 1.0153... Generator Loss: 0.8788 Epoch 2/4... Discriminator Loss: 1.5343... Generator Loss: 0.4850
Epoch 2/4... Discriminator Loss: 0.7755... Generator Loss: 1.5617 Epoch 2/4... Discriminator Loss: 0.9458... Generator Loss: 1.1366 Epoch 2/4... Discriminator Loss: 1.2439... Generator Loss: 0.6454 Epoch 2/4... Discriminator Loss: 1.5695... Generator Loss: 0.4107 Epoch 2/4... Discriminator Loss: 0.9936... Generator Loss: 1.0772 Epoch 2/4... Discriminator Loss: 0.8235... Generator Loss: 1.2263 Epoch 2/4... Discriminator Loss: 0.7963... Generator Loss: 2.3249 Epoch 2/4... Discriminator Loss: 1.0321... Generator Loss: 0.7720 Epoch 2/4... Discriminator Loss: 0.9311... Generator Loss: 1.3743 Epoch 2/4... Discriminator Loss: 0.8933... Generator Loss: 1.0671
Epoch 2/4... Discriminator Loss: 1.0355... Generator Loss: 0.8661 Epoch 2/4... Discriminator Loss: 0.6524... Generator Loss: 1.9435 Epoch 2/4... Discriminator Loss: 0.8932... Generator Loss: 1.0456 Epoch 2/4... Discriminator Loss: 1.5623... Generator Loss: 0.4108 Epoch 2/4... Discriminator Loss: 0.9566... Generator Loss: 1.1131 Epoch 2/4... Discriminator Loss: 1.2630... Generator Loss: 0.6412 Epoch 2/4... Discriminator Loss: 1.2746... Generator Loss: 0.5837 Epoch 2/4... Discriminator Loss: 1.0657... Generator Loss: 0.8565 Epoch 2/4... Discriminator Loss: 0.9133... Generator Loss: 2.4199 Epoch 2/4... Discriminator Loss: 0.8697... Generator Loss: 1.0791
Epoch 2/4... Discriminator Loss: 0.7075... Generator Loss: 1.9841 Epoch 2/4... Discriminator Loss: 1.1034... Generator Loss: 0.9408 Epoch 2/4... Discriminator Loss: 1.1881... Generator Loss: 0.6140 Epoch 2/4... Discriminator Loss: 0.6989... Generator Loss: 1.4877 Epoch 2/4... Discriminator Loss: 1.2063... Generator Loss: 0.6609 Epoch 2/4... Discriminator Loss: 1.2234... Generator Loss: 0.6399 Epoch 2/4... Discriminator Loss: 1.0633... Generator Loss: 0.8362 Epoch 2/4... Discriminator Loss: 1.0356... Generator Loss: 0.8382 Epoch 2/4... Discriminator Loss: 1.1123... Generator Loss: 0.7163 Epoch 2/4... Discriminator Loss: 0.7726... Generator Loss: 1.2032
Epoch 2/4... Discriminator Loss: 1.0400... Generator Loss: 0.8561 Epoch 2/4... Discriminator Loss: 0.8811... Generator Loss: 1.1605 Epoch 2/4... Discriminator Loss: 0.8482... Generator Loss: 1.4180 Epoch 2/4... Discriminator Loss: 0.6867... Generator Loss: 1.4296 Epoch 2/4... Discriminator Loss: 1.1216... Generator Loss: 0.7236 Epoch 2/4... Discriminator Loss: 0.6943... Generator Loss: 1.3668 Epoch 2/4... Discriminator Loss: 1.1369... Generator Loss: 0.6890 Epoch 2/4... Discriminator Loss: 1.2436... Generator Loss: 0.6246 Epoch 2/4... Discriminator Loss: 0.8848... Generator Loss: 1.5143 Epoch 2/4... Discriminator Loss: 1.1581... Generator Loss: 0.6925
Epoch 2/4... Discriminator Loss: 0.8179... Generator Loss: 1.0985 Epoch 2/4... Discriminator Loss: 0.7012... Generator Loss: 1.6049 Epoch 2/4... Discriminator Loss: 0.9385... Generator Loss: 1.2807 Epoch 2/4... Discriminator Loss: 1.3589... Generator Loss: 0.5222 Epoch 2/4... Discriminator Loss: 1.0675... Generator Loss: 0.9596 Epoch 2/4... Discriminator Loss: 1.0161... Generator Loss: 0.8819 Epoch 2/4... Discriminator Loss: 0.8275... Generator Loss: 1.1737 Epoch 2/4... Discriminator Loss: 1.1226... Generator Loss: 0.7239 Epoch 2/4... Discriminator Loss: 0.8078... Generator Loss: 1.5363 Epoch 2/4... Discriminator Loss: 0.8951... Generator Loss: 1.1372
Epoch 2/4... Discriminator Loss: 1.0039... Generator Loss: 0.8502 Epoch 2/4... Discriminator Loss: 0.9055... Generator Loss: 0.9923 Epoch 2/4... Discriminator Loss: 0.9608... Generator Loss: 0.9298 Epoch 2/4... Discriminator Loss: 0.9580... Generator Loss: 1.7055 Epoch 2/4... Discriminator Loss: 0.7827... Generator Loss: 1.1972 Epoch 2/4... Discriminator Loss: 0.8044... Generator Loss: 1.2059 Epoch 2/4... Discriminator Loss: 1.0448... Generator Loss: 0.8234 Epoch 2/4... Discriminator Loss: 0.7601... Generator Loss: 1.2846 Epoch 2/4... Discriminator Loss: 0.7774... Generator Loss: 1.2174 Epoch 2/4... Discriminator Loss: 0.8425... Generator Loss: 1.4678
Epoch 2/4... Discriminator Loss: 0.9265... Generator Loss: 0.9573 Epoch 2/4... Discriminator Loss: 0.9193... Generator Loss: 0.9672 Epoch 2/4... Discriminator Loss: 0.7384... Generator Loss: 1.8393 Epoch 2/4... Discriminator Loss: 0.8676... Generator Loss: 1.2748 Epoch 2/4... Discriminator Loss: 1.3346... Generator Loss: 0.5714 Epoch 2/4... Discriminator Loss: 0.8635... Generator Loss: 1.0370 Epoch 2/4... Discriminator Loss: 1.0268... Generator Loss: 0.7923 Epoch 2/4... Discriminator Loss: 0.8612... Generator Loss: 1.1771 Epoch 2/4... Discriminator Loss: 1.4489... Generator Loss: 0.4681 Epoch 2/4... Discriminator Loss: 1.2598... Generator Loss: 0.6184
Epoch 2/4... Discriminator Loss: 0.9288... Generator Loss: 1.1954 Epoch 2/4... Discriminator Loss: 0.9271... Generator Loss: 1.0397 Epoch 2/4... Discriminator Loss: 0.6439... Generator Loss: 1.8331 Epoch 2/4... Discriminator Loss: 1.1573... Generator Loss: 0.6623 Epoch 2/4... Discriminator Loss: 0.8887... Generator Loss: 1.6716 Epoch 2/4... Discriminator Loss: 1.0556... Generator Loss: 0.7742 Epoch 2/4... Discriminator Loss: 0.8907... Generator Loss: 1.0077 Epoch 2/4... Discriminator Loss: 1.1859... Generator Loss: 1.4958 Epoch 2/4... Discriminator Loss: 0.7621... Generator Loss: 1.4683 Epoch 2/4... Discriminator Loss: 0.8970... Generator Loss: 1.3578
Epoch 2/4... Discriminator Loss: 1.0060... Generator Loss: 0.9773 Epoch 2/4... Discriminator Loss: 0.7284... Generator Loss: 1.4539 Epoch 2/4... Discriminator Loss: 1.1269... Generator Loss: 0.7880 Epoch 2/4... Discriminator Loss: 1.2426... Generator Loss: 0.7298 Epoch 2/4... Discriminator Loss: 0.7872... Generator Loss: 1.3745 Epoch 2/4... Discriminator Loss: 0.8320... Generator Loss: 1.7609 Epoch 2/4... Discriminator Loss: 0.8073... Generator Loss: 1.3310 Epoch 2/4... Discriminator Loss: 0.8757... Generator Loss: 1.1528 Epoch 2/4... Discriminator Loss: 1.2075... Generator Loss: 0.9486 Epoch 2/4... Discriminator Loss: 0.7057... Generator Loss: 1.9164
Epoch 2/4... Discriminator Loss: 0.6139... Generator Loss: 1.8277 Epoch 2/4... Discriminator Loss: 1.0430... Generator Loss: 1.0799 Epoch 2/4... Discriminator Loss: 1.0241... Generator Loss: 0.9769 Epoch 2/4... Discriminator Loss: 0.8083... Generator Loss: 1.2865 Epoch 2/4... Discriminator Loss: 0.8721... Generator Loss: 1.3196 Epoch 2/4... Discriminator Loss: 0.8233... Generator Loss: 1.1313 Epoch 2/4... Discriminator Loss: 1.1637... Generator Loss: 0.6445 Epoch 2/4... Discriminator Loss: 0.9009... Generator Loss: 1.1886 Epoch 2/4... Discriminator Loss: 1.2217... Generator Loss: 0.6199 Epoch 2/4... Discriminator Loss: 0.7611... Generator Loss: 1.4414
Epoch 2/4... Discriminator Loss: 1.3493... Generator Loss: 0.5153 Epoch 2/4... Discriminator Loss: 0.8063... Generator Loss: 1.2526 Epoch 2/4... Discriminator Loss: 1.2253... Generator Loss: 0.6927 Epoch 2/4... Discriminator Loss: 0.9955... Generator Loss: 0.8557 Epoch 2/4... Discriminator Loss: 0.6260... Generator Loss: 1.6758 Epoch 2/4... Discriminator Loss: 0.9555... Generator Loss: 1.1147 Epoch 2/4... Discriminator Loss: 0.9520... Generator Loss: 2.3166 Epoch 2/4... Discriminator Loss: 0.9383... Generator Loss: 1.4593 Epoch 2/4... Discriminator Loss: 1.1443... Generator Loss: 0.6653 Epoch 2/4... Discriminator Loss: 0.9361... Generator Loss: 0.9556
Epoch 2/4... Discriminator Loss: 0.8399... Generator Loss: 1.0894 Epoch 2/4... Discriminator Loss: 0.6706... Generator Loss: 1.6672 Epoch 2/4... Discriminator Loss: 0.7237... Generator Loss: 1.4493 Epoch 2/4... Discriminator Loss: 0.9973... Generator Loss: 0.8827 Epoch 2/4... Discriminator Loss: 1.2137... Generator Loss: 0.6353 Epoch 2/4... Discriminator Loss: 0.6967... Generator Loss: 1.8248 Epoch 2/4... Discriminator Loss: 1.0916... Generator Loss: 0.8270 Epoch 2/4... Discriminator Loss: 1.6430... Generator Loss: 0.4025 Epoch 2/4... Discriminator Loss: 0.9752... Generator Loss: 0.9108 Epoch 2/4... Discriminator Loss: 1.4223... Generator Loss: 0.5312
Epoch 2/4... Discriminator Loss: 1.0595... Generator Loss: 0.7509 Epoch 2/4... Discriminator Loss: 1.1639... Generator Loss: 0.6565 Epoch 2/4... Discriminator Loss: 0.6834... Generator Loss: 1.9326 Epoch 2/4... Discriminator Loss: 1.0930... Generator Loss: 0.7679 Epoch 2/4... Discriminator Loss: 0.9957... Generator Loss: 0.9364 Epoch 2/4... Discriminator Loss: 1.0543... Generator Loss: 0.7452 Epoch 2/4... Discriminator Loss: 1.3507... Generator Loss: 0.5402 Epoch 2/4... Discriminator Loss: 1.0121... Generator Loss: 0.8301 Epoch 2/4... Discriminator Loss: 0.8339... Generator Loss: 1.7297 Epoch 2/4... Discriminator Loss: 0.9404... Generator Loss: 1.0813
Epoch 2/4... Discriminator Loss: 1.0872... Generator Loss: 1.4291 Epoch 2/4... Discriminator Loss: 0.7707... Generator Loss: 2.4050 Epoch 2/4... Discriminator Loss: 1.0077... Generator Loss: 1.2125 Epoch 2/4... Discriminator Loss: 0.9749... Generator Loss: 1.5269 Epoch 2/4... Discriminator Loss: 0.9889... Generator Loss: 0.8733 Epoch 2/4... Discriminator Loss: 1.0272... Generator Loss: 0.8868 Epoch 2/4... Discriminator Loss: 1.4918... Generator Loss: 0.4856 Epoch 2/4... Discriminator Loss: 0.7520... Generator Loss: 1.3694 Epoch 2/4... Discriminator Loss: 0.9228... Generator Loss: 0.9659 Epoch 2/4... Discriminator Loss: 0.8177... Generator Loss: 1.1817
Epoch 2/4... Discriminator Loss: 1.3127... Generator Loss: 0.5949 Epoch 2/4... Discriminator Loss: 0.7775... Generator Loss: 1.3249 Epoch 2/4... Discriminator Loss: 0.7435... Generator Loss: 1.5348 Epoch 2/4... Discriminator Loss: 0.7547... Generator Loss: 1.4536 Epoch 2/4... Discriminator Loss: 0.7918... Generator Loss: 1.1900 Epoch 2/4... Discriminator Loss: 0.9512... Generator Loss: 0.8920 Epoch 2/4... Discriminator Loss: 1.7169... Generator Loss: 0.3296 Epoch 2/4... Discriminator Loss: 0.7529... Generator Loss: 1.3001 Epoch 2/4... Discriminator Loss: 0.7585... Generator Loss: 1.5205 Epoch 2/4... Discriminator Loss: 0.9052... Generator Loss: 0.9868
Epoch 2/4... Discriminator Loss: 0.8562... Generator Loss: 1.1040 Epoch 2/4... Discriminator Loss: 0.6996... Generator Loss: 1.4463 Epoch 2/4... Discriminator Loss: 1.2315... Generator Loss: 0.6049 Epoch 2/4... Discriminator Loss: 0.8462... Generator Loss: 1.1561 Epoch 2/4... Discriminator Loss: 0.7834... Generator Loss: 1.7913 Epoch 2/4... Discriminator Loss: 0.9235... Generator Loss: 0.9022 Epoch 2/4... Discriminator Loss: 0.6841... Generator Loss: 1.7291 Epoch 2/4... Discriminator Loss: 1.1675... Generator Loss: 0.8410 Epoch 2/4... Discriminator Loss: 0.8929... Generator Loss: 1.4022 Epoch 2/4... Discriminator Loss: 0.9935... Generator Loss: 0.8971
Epoch 2/4... Discriminator Loss: 0.8568... Generator Loss: 1.1778 Epoch 2/4... Discriminator Loss: 0.7883... Generator Loss: 1.5446 Epoch 2/4... Discriminator Loss: 0.8767... Generator Loss: 1.4878 Epoch 2/4... Discriminator Loss: 0.6976... Generator Loss: 1.6738 Epoch 2/4... Discriminator Loss: 0.6461... Generator Loss: 1.6719 Epoch 2/4... Discriminator Loss: 0.7676... Generator Loss: 1.3697 Epoch 2/4... Discriminator Loss: 0.8501... Generator Loss: 1.3847 Epoch 2/4... Discriminator Loss: 1.1917... Generator Loss: 0.6681 Epoch 2/4... Discriminator Loss: 1.0676... Generator Loss: 0.8230 Epoch 2/4... Discriminator Loss: 1.0353... Generator Loss: 0.7985
Epoch 2/4... Discriminator Loss: 0.8674... Generator Loss: 1.4086 Epoch 2/4... Discriminator Loss: 0.8985... Generator Loss: 1.3164 Epoch 2/4... Discriminator Loss: 1.0107... Generator Loss: 0.7787 Epoch 2/4... Discriminator Loss: 1.3861... Generator Loss: 0.5115 Epoch 2/4... Discriminator Loss: 1.0666... Generator Loss: 0.8982 Epoch 2/4... Discriminator Loss: 1.0459... Generator Loss: 0.8333 Epoch 2/4... Discriminator Loss: 1.0046... Generator Loss: 0.9147 Epoch 2/4... Discriminator Loss: 0.9417... Generator Loss: 1.1897 Epoch 2/4... Discriminator Loss: 1.0349... Generator Loss: 1.1138 Epoch 2/4... Discriminator Loss: 0.9191... Generator Loss: 1.8084
Epoch 2/4... Discriminator Loss: 1.0790... Generator Loss: 0.7684 Epoch 2/4... Discriminator Loss: 0.9930... Generator Loss: 1.0599 Epoch 2/4... Discriminator Loss: 1.1062... Generator Loss: 0.7080 Epoch 2/4... Discriminator Loss: 1.3234... Generator Loss: 0.5367 Epoch 2/4... Discriminator Loss: 1.0739... Generator Loss: 0.8292 Epoch 2/4... Discriminator Loss: 1.0019... Generator Loss: 0.8315 Epoch 2/4... Discriminator Loss: 1.9984... Generator Loss: 0.2599 Epoch 2/4... Discriminator Loss: 1.0301... Generator Loss: 0.9576 Epoch 2/4... Discriminator Loss: 1.2587... Generator Loss: 0.6882 Epoch 2/4... Discriminator Loss: 0.7181... Generator Loss: 2.0504
Epoch 2/4... Discriminator Loss: 0.8500... Generator Loss: 1.5818 Epoch 2/4... Discriminator Loss: 1.0810... Generator Loss: 0.7523 Epoch 2/4... Discriminator Loss: 0.7674... Generator Loss: 1.4781 Epoch 2/4... Discriminator Loss: 0.9885... Generator Loss: 0.9066 Epoch 2/4... Discriminator Loss: 0.9657... Generator Loss: 1.0004 Epoch 2/4... Discriminator Loss: 0.9172... Generator Loss: 1.0047 Epoch 2/4... Discriminator Loss: 0.9755... Generator Loss: 1.0466 Epoch 2/4... Discriminator Loss: 0.8235... Generator Loss: 1.2562 Epoch 2/4... Discriminator Loss: 0.8158... Generator Loss: 1.3558 Epoch 2/4... Discriminator Loss: 0.7970... Generator Loss: 1.2477
Epoch 2/4... Discriminator Loss: 1.0878... Generator Loss: 0.7197 Epoch 2/4... Discriminator Loss: 0.9779... Generator Loss: 0.9473 Epoch 2/4... Discriminator Loss: 0.9164... Generator Loss: 1.0114 Epoch 2/4... Discriminator Loss: 0.8967... Generator Loss: 0.9890 Epoch 2/4... Discriminator Loss: 1.0025... Generator Loss: 0.8141 Epoch 2/4... Discriminator Loss: 1.0786... Generator Loss: 0.7892 Epoch 2/4... Discriminator Loss: 0.9315... Generator Loss: 1.1223 Epoch 2/4... Discriminator Loss: 0.9688... Generator Loss: 0.9035 Epoch 2/4... Discriminator Loss: 0.8473... Generator Loss: 1.1746 Epoch 2/4... Discriminator Loss: 0.7284... Generator Loss: 1.5246
Epoch 2/4... Discriminator Loss: 0.5364... Generator Loss: 2.2512 Epoch 2/4... Discriminator Loss: 1.1709... Generator Loss: 0.7003 Epoch 2/4... Discriminator Loss: 0.7487... Generator Loss: 1.8261 Epoch 2/4... Discriminator Loss: 1.0683... Generator Loss: 0.7725 Epoch 2/4... Discriminator Loss: 0.9280... Generator Loss: 1.0374 Epoch 2/4... Discriminator Loss: 1.1900... Generator Loss: 0.6882 Epoch 2/4... Discriminator Loss: 1.3638... Generator Loss: 0.4961 Epoch 2/4... Discriminator Loss: 0.8753... Generator Loss: 1.3749 Epoch 2/4... Discriminator Loss: 0.9806... Generator Loss: 1.1755 Epoch 2/4... Discriminator Loss: 0.9649... Generator Loss: 0.8825
Epoch 2/4... Discriminator Loss: 1.0694... Generator Loss: 0.8220 Epoch 2/4... Discriminator Loss: 0.7502... Generator Loss: 1.4673 Epoch 2/4... Discriminator Loss: 0.8603... Generator Loss: 1.2043 Epoch 2/4... Discriminator Loss: 0.8442... Generator Loss: 1.3299 Epoch 2/4... Discriminator Loss: 0.8977... Generator Loss: 1.2435 Epoch 2/4... Discriminator Loss: 0.9490... Generator Loss: 0.9096 Epoch 2/4... Discriminator Loss: 0.6980... Generator Loss: 1.4751 Epoch 2/4... Discriminator Loss: 0.7642... Generator Loss: 1.3547 Epoch 2/4... Discriminator Loss: 0.8518... Generator Loss: 1.3079 Epoch 2/4... Discriminator Loss: 1.0280... Generator Loss: 2.2853
Epoch 2/4... Discriminator Loss: 0.8477... Generator Loss: 1.0767 Epoch 2/4... Discriminator Loss: 0.7564... Generator Loss: 1.3529 Epoch 2/4... Discriminator Loss: 0.8249... Generator Loss: 1.5580 Epoch 2/4... Discriminator Loss: 0.9877... Generator Loss: 0.9502 Epoch 2/4... Discriminator Loss: 0.7227... Generator Loss: 1.5916 Epoch 2/4... Discriminator Loss: 1.3325... Generator Loss: 0.6068 Epoch 2/4... Discriminator Loss: 0.9050... Generator Loss: 1.2921 Epoch 2/4... Discriminator Loss: 1.2315... Generator Loss: 0.6988 Epoch 2/4... Discriminator Loss: 0.8242... Generator Loss: 1.1914 Epoch 2/4... Discriminator Loss: 0.9874... Generator Loss: 0.9026
Epoch 2/4... Discriminator Loss: 1.3851... Generator Loss: 0.5122 Epoch 2/4... Discriminator Loss: 1.0485... Generator Loss: 0.8485 Epoch 2/4... Discriminator Loss: 0.8658... Generator Loss: 1.0938 Epoch 2/4... Discriminator Loss: 0.8515... Generator Loss: 1.3891 Epoch 2/4... Discriminator Loss: 0.8275... Generator Loss: 1.7394 Epoch 2/4... Discriminator Loss: 1.1701... Generator Loss: 0.6744 Epoch 2/4... Discriminator Loss: 1.6858... Generator Loss: 0.3374 Epoch 2/4... Discriminator Loss: 0.8564... Generator Loss: 1.3242 Epoch 2/4... Discriminator Loss: 1.6990... Generator Loss: 0.3531 Epoch 2/4... Discriminator Loss: 1.1254... Generator Loss: 0.8128
Epoch 2/4... Discriminator Loss: 1.0400... Generator Loss: 1.3611 Epoch 2/4... Discriminator Loss: 0.6894... Generator Loss: 1.6655 Epoch 2/4... Discriminator Loss: 1.0942... Generator Loss: 0.8965 Epoch 2/4... Discriminator Loss: 0.6958... Generator Loss: 1.8587 Epoch 2/4... Discriminator Loss: 1.0774... Generator Loss: 0.7630 Epoch 2/4... Discriminator Loss: 1.7581... Generator Loss: 0.3252 Epoch 2/4... Discriminator Loss: 0.7062... Generator Loss: 1.6070 Epoch 2/4... Discriminator Loss: 1.0762... Generator Loss: 0.8977 Epoch 2/4... Discriminator Loss: 1.0334... Generator Loss: 0.9686 Epoch 2/4... Discriminator Loss: 0.8390... Generator Loss: 1.3010
Epoch 2/4... Discriminator Loss: 0.7330... Generator Loss: 1.7588 Epoch 2/4... Discriminator Loss: 1.6605... Generator Loss: 0.3942 Epoch 2/4... Discriminator Loss: 0.9975... Generator Loss: 1.0568 Epoch 2/4... Discriminator Loss: 0.7131... Generator Loss: 1.4176 Epoch 2/4... Discriminator Loss: 0.7297... Generator Loss: 1.4507 Epoch 2/4... Discriminator Loss: 0.8125... Generator Loss: 1.1685 Epoch 2/4... Discriminator Loss: 0.9404... Generator Loss: 1.0239 Epoch 2/4... Discriminator Loss: 0.8835... Generator Loss: 1.4057 Epoch 2/4... Discriminator Loss: 0.8353... Generator Loss: 1.3099 Epoch 2/4... Discriminator Loss: 0.6387... Generator Loss: 1.5568
Epoch 2/4... Discriminator Loss: 0.9627... Generator Loss: 0.9680 Epoch 2/4... Discriminator Loss: 0.9980... Generator Loss: 0.8376 Epoch 2/4... Discriminator Loss: 0.8537... Generator Loss: 1.8014 Epoch 2/4... Discriminator Loss: 0.9540... Generator Loss: 1.2295 Epoch 2/4... Discriminator Loss: 0.8239... Generator Loss: 1.4224 Epoch 2/4... Discriminator Loss: 0.7381... Generator Loss: 1.2737 Epoch 2/4... Discriminator Loss: 0.8162... Generator Loss: 1.3753 Epoch 2/4... Discriminator Loss: 0.8081... Generator Loss: 1.3230 Epoch 2/4... Discriminator Loss: 0.9961... Generator Loss: 0.8612 Epoch 2/4... Discriminator Loss: 0.6912... Generator Loss: 1.7109
Epoch 2/4... Discriminator Loss: 1.3246... Generator Loss: 0.5527 Epoch 2/4... Discriminator Loss: 0.7019... Generator Loss: 1.5906 Epoch 2/4... Discriminator Loss: 1.3033... Generator Loss: 1.6033 Epoch 2/4... Discriminator Loss: 1.1567... Generator Loss: 0.6803 Epoch 2/4... Discriminator Loss: 1.0655... Generator Loss: 0.8118 Epoch 2/4... Discriminator Loss: 1.1620... Generator Loss: 0.7008 Epoch 2/4... Discriminator Loss: 1.1871... Generator Loss: 0.6753 Epoch 2/4... Discriminator Loss: 1.6640... Generator Loss: 0.4889 Epoch 2/4... Discriminator Loss: 1.3013... Generator Loss: 0.6127 Epoch 2/4... Discriminator Loss: 0.9462... Generator Loss: 1.0380
Epoch 2/4... Discriminator Loss: 0.7103... Generator Loss: 1.6198 Epoch 2/4... Discriminator Loss: 1.1840... Generator Loss: 0.7200 Epoch 2/4... Discriminator Loss: 0.9319... Generator Loss: 1.4968 Epoch 2/4... Discriminator Loss: 0.9841... Generator Loss: 2.4144 Epoch 2/4... Discriminator Loss: 1.1040... Generator Loss: 0.8605 Epoch 2/4... Discriminator Loss: 0.7469... Generator Loss: 1.3115 Epoch 2/4... Discriminator Loss: 1.1310... Generator Loss: 1.3941 Epoch 2/4... Discriminator Loss: 0.8031... Generator Loss: 1.1949 Epoch 2/4... Discriminator Loss: 0.9750... Generator Loss: 0.9390 Epoch 2/4... Discriminator Loss: 0.7446... Generator Loss: 1.7110
Epoch 2/4... Discriminator Loss: 0.8480... Generator Loss: 1.3563 Epoch 2/4... Discriminator Loss: 0.9112... Generator Loss: 1.1489 Epoch 2/4... Discriminator Loss: 1.1687... Generator Loss: 0.6907 Epoch 2/4... Discriminator Loss: 1.2648... Generator Loss: 0.5742 Epoch 2/4... Discriminator Loss: 1.0288... Generator Loss: 0.8603 Epoch 2/4... Discriminator Loss: 1.0681... Generator Loss: 0.7736 Epoch 2/4... Discriminator Loss: 0.7822... Generator Loss: 1.7043 Epoch 2/4... Discriminator Loss: 0.7475... Generator Loss: 1.4072 Epoch 2/4... Discriminator Loss: 0.9645... Generator Loss: 0.8838 Epoch 2/4... Discriminator Loss: 1.2615... Generator Loss: 0.5626
Epoch 2/4... Discriminator Loss: 0.7122... Generator Loss: 2.0791 Epoch 2/4... Discriminator Loss: 1.1948... Generator Loss: 0.6672 Epoch 2/4... Discriminator Loss: 1.1318... Generator Loss: 0.7141 Epoch 2/4... Discriminator Loss: 0.9393... Generator Loss: 1.0415 Epoch 2/4... Discriminator Loss: 0.9926... Generator Loss: 1.2531 Epoch 2/4... Discriminator Loss: 0.9308... Generator Loss: 0.9091 Epoch 2/4... Discriminator Loss: 1.2646... Generator Loss: 0.6256 Epoch 2/4... Discriminator Loss: 0.9126... Generator Loss: 0.9893 Epoch 2/4... Discriminator Loss: 0.8418... Generator Loss: 1.0836 Epoch 2/4... Discriminator Loss: 0.8626... Generator Loss: 1.1281
Epoch 2/4... Discriminator Loss: 1.0467... Generator Loss: 0.9012 Epoch 2/4... Discriminator Loss: 0.6822... Generator Loss: 1.5720 Epoch 2/4... Discriminator Loss: 1.1371... Generator Loss: 0.7600 Epoch 2/4... Discriminator Loss: 0.9896... Generator Loss: 0.8682 Epoch 2/4... Discriminator Loss: 0.9053... Generator Loss: 1.0636 Epoch 2/4... Discriminator Loss: 1.3570... Generator Loss: 0.4982 Epoch 2/4... Discriminator Loss: 0.8797... Generator Loss: 1.0135 Epoch 2/4... Discriminator Loss: 1.0130... Generator Loss: 0.9551 Epoch 2/4... Discriminator Loss: 1.6645... Generator Loss: 0.3892 Epoch 2/4... Discriminator Loss: 0.8735... Generator Loss: 1.3851
Epoch 2/4... Discriminator Loss: 1.1312... Generator Loss: 0.7906 Epoch 2/4... Discriminator Loss: 0.7829... Generator Loss: 1.4478 Epoch 2/4... Discriminator Loss: 0.7074... Generator Loss: 1.3875 Epoch 2/4... Discriminator Loss: 1.3527... Generator Loss: 0.5304 Epoch 2/4... Discriminator Loss: 0.9304... Generator Loss: 1.2504 Epoch 2/4... Discriminator Loss: 1.0491... Generator Loss: 0.8738 Epoch 2/4... Discriminator Loss: 0.8566... Generator Loss: 1.5240 Epoch 2/4... Discriminator Loss: 0.7875... Generator Loss: 1.3832 Epoch 2/4... Discriminator Loss: 1.4339... Generator Loss: 0.4666 Epoch 2/4... Discriminator Loss: 1.0724... Generator Loss: 0.7912
Epoch 2/4... Discriminator Loss: 1.2203... Generator Loss: 0.5953 Epoch 2/4... Discriminator Loss: 1.0389... Generator Loss: 1.0457 Epoch 2/4... Discriminator Loss: 1.0215... Generator Loss: 0.8824 Epoch 2/4... Discriminator Loss: 1.2526... Generator Loss: 0.6299 Epoch 2/4... Discriminator Loss: 0.9361... Generator Loss: 1.7309 Epoch 2/4... Discriminator Loss: 0.7960... Generator Loss: 1.1674 Epoch 2/4... Discriminator Loss: 1.0198... Generator Loss: 0.9309 Epoch 2/4... Discriminator Loss: 1.1102... Generator Loss: 0.8054 Epoch 2/4... Discriminator Loss: 0.7791... Generator Loss: 1.6649 Epoch 2/4... Discriminator Loss: 1.0815... Generator Loss: 1.7569
Epoch 2/4... Discriminator Loss: 1.3060... Generator Loss: 2.9763 Epoch 2/4... Discriminator Loss: 0.8970... Generator Loss: 1.3143 Epoch 2/4... Discriminator Loss: 0.7316... Generator Loss: 1.3797 Epoch 2/4... Discriminator Loss: 0.8101... Generator Loss: 1.3784 Epoch 2/4... Discriminator Loss: 0.8364... Generator Loss: 1.2786 Epoch 2/4... Discriminator Loss: 1.2676... Generator Loss: 0.6489 Epoch 2/4... Discriminator Loss: 0.9633... Generator Loss: 1.1094 Epoch 2/4... Discriminator Loss: 0.8832... Generator Loss: 1.3216 Epoch 2/4... Discriminator Loss: 0.7179... Generator Loss: 2.6401 Epoch 2/4... Discriminator Loss: 1.4184... Generator Loss: 0.4715
Epoch 2/4... Discriminator Loss: 1.1546... Generator Loss: 0.9749 Epoch 2/4... Discriminator Loss: 0.9803... Generator Loss: 0.9716 Epoch 2/4... Discriminator Loss: 0.9243... Generator Loss: 1.0743 Epoch 2/4... Discriminator Loss: 1.1570... Generator Loss: 0.7007 Epoch 2/4... Discriminator Loss: 0.9807... Generator Loss: 1.0532 Epoch 2/4... Discriminator Loss: 0.8459... Generator Loss: 1.4378 Epoch 2/4... Discriminator Loss: 1.1962... Generator Loss: 0.6232 Epoch 2/4... Discriminator Loss: 1.0708... Generator Loss: 0.7789 Epoch 2/4... Discriminator Loss: 1.0364... Generator Loss: 0.8141 Epoch 2/4... Discriminator Loss: 0.6915... Generator Loss: 1.7328
Epoch 2/4... Discriminator Loss: 1.5393... Generator Loss: 0.4432 Epoch 2/4... Discriminator Loss: 0.8713... Generator Loss: 1.0855 Epoch 2/4... Discriminator Loss: 1.3841... Generator Loss: 0.5239 Epoch 2/4... Discriminator Loss: 0.9358... Generator Loss: 0.9648 Epoch 2/4... Discriminator Loss: 0.8750... Generator Loss: 1.4579 Epoch 2/4... Discriminator Loss: 1.2481... Generator Loss: 0.5896 Epoch 2/4... Discriminator Loss: 1.0434... Generator Loss: 0.7988 Epoch 2/4... Discriminator Loss: 0.8402... Generator Loss: 1.2628 Epoch 2/4... Discriminator Loss: 0.7764... Generator Loss: 1.3709 Epoch 2/4... Discriminator Loss: 0.8571... Generator Loss: 1.0510
Epoch 2/4... Discriminator Loss: 0.7056... Generator Loss: 1.3480 Epoch 2/4... Discriminator Loss: 0.8834... Generator Loss: 1.2900 Epoch 2/4... Discriminator Loss: 0.8834... Generator Loss: 2.1769 Epoch 2/4... Discriminator Loss: 0.7946... Generator Loss: 1.5565 Epoch 2/4... Discriminator Loss: 1.1080... Generator Loss: 0.7585 Epoch 2/4... Discriminator Loss: 0.8741... Generator Loss: 1.0970 Epoch 2/4... Discriminator Loss: 0.8475... Generator Loss: 1.3003 Epoch 2/4... Discriminator Loss: 1.0036... Generator Loss: 1.0727 Epoch 2/4... Discriminator Loss: 0.9324... Generator Loss: 1.0397 Epoch 2/4... Discriminator Loss: 0.7547... Generator Loss: 1.2715
Epoch 2/4... Discriminator Loss: 0.8245... Generator Loss: 1.2870 Epoch 2/4... Discriminator Loss: 0.8044... Generator Loss: 1.2537 Epoch 2/4... Discriminator Loss: 0.7892... Generator Loss: 1.2172 Epoch 2/4... Discriminator Loss: 1.3210... Generator Loss: 0.5752 Epoch 2/4... Discriminator Loss: 0.9455... Generator Loss: 0.9596 Epoch 2/4... Discriminator Loss: 0.8438... Generator Loss: 1.1564 Epoch 2/4... Discriminator Loss: 0.9225... Generator Loss: 0.9486 Epoch 2/4... Discriminator Loss: 0.9443... Generator Loss: 1.4230 Epoch 2/4... Discriminator Loss: 1.0355... Generator Loss: 1.7411 Epoch 2/4... Discriminator Loss: 0.8914... Generator Loss: 1.2636
Epoch 2/4... Discriminator Loss: 0.9707... Generator Loss: 1.0255 Epoch 2/4... Discriminator Loss: 0.9248... Generator Loss: 0.9673 Epoch 2/4... Discriminator Loss: 0.9462... Generator Loss: 0.9215 Epoch 2/4... Discriminator Loss: 0.7353... Generator Loss: 1.5852 Epoch 2/4... Discriminator Loss: 0.9721... Generator Loss: 0.9304 Epoch 2/4... Discriminator Loss: 0.8900... Generator Loss: 1.1103 Epoch 2/4... Discriminator Loss: 0.9844... Generator Loss: 0.9610 Epoch 2/4... Discriminator Loss: 0.8723... Generator Loss: 1.0820 Epoch 2/4... Discriminator Loss: 1.4304... Generator Loss: 0.4929 Epoch 2/4... Discriminator Loss: 0.8496... Generator Loss: 1.2390
Epoch 2/4... Discriminator Loss: 1.4499... Generator Loss: 0.5053 Epoch 2/4... Discriminator Loss: 1.4329... Generator Loss: 0.4914 Epoch 2/4... Discriminator Loss: 0.9901... Generator Loss: 1.4150 Epoch 2/4... Discriminator Loss: 0.8219... Generator Loss: 1.2466 Epoch 2/4... Discriminator Loss: 1.1123... Generator Loss: 0.7124 Epoch 2/4... Discriminator Loss: 0.8789... Generator Loss: 1.1169 Epoch 2/4... Discriminator Loss: 1.0576... Generator Loss: 0.7678 Epoch 2/4... Discriminator Loss: 0.9955... Generator Loss: 0.9506 Epoch 2/4... Discriminator Loss: 1.1162... Generator Loss: 1.5144 Epoch 2/4... Discriminator Loss: 0.7022... Generator Loss: 1.5936
Epoch 2/4... Discriminator Loss: 0.8967... Generator Loss: 1.1320 Epoch 2/4... Discriminator Loss: 1.0522... Generator Loss: 1.0710 Epoch 2/4... Discriminator Loss: 0.9925... Generator Loss: 0.8980 Epoch 2/4... Discriminator Loss: 0.7324... Generator Loss: 1.4890 Epoch 2/4... Discriminator Loss: 1.0573... Generator Loss: 1.7087 Epoch 2/4... Discriminator Loss: 1.6206... Generator Loss: 0.3951 Epoch 2/4... Discriminator Loss: 1.0995... Generator Loss: 0.7206 Epoch 2/4... Discriminator Loss: 0.6592... Generator Loss: 1.6056 Epoch 2/4... Discriminator Loss: 0.9843... Generator Loss: 0.8692 Epoch 2/4... Discriminator Loss: 1.3117... Generator Loss: 1.7511
Epoch 2/4... Discriminator Loss: 0.9385... Generator Loss: 1.4794 Epoch 2/4... Discriminator Loss: 1.3830... Generator Loss: 0.5414 Epoch 2/4... Discriminator Loss: 1.1819... Generator Loss: 0.6300 Epoch 2/4... Discriminator Loss: 0.7558... Generator Loss: 1.3808 Epoch 2/4... Discriminator Loss: 1.0843... Generator Loss: 0.7311 Epoch 2/4... Discriminator Loss: 0.8758... Generator Loss: 1.0557 Epoch 2/4... Discriminator Loss: 0.8979... Generator Loss: 1.0316 Epoch 2/4... Discriminator Loss: 0.7286... Generator Loss: 1.7049 Epoch 2/4... Discriminator Loss: 0.9256... Generator Loss: 1.1207 Epoch 2/4... Discriminator Loss: 0.8043... Generator Loss: 1.2418
Epoch 2/4... Discriminator Loss: 0.7232... Generator Loss: 1.4901 Epoch 2/4... Discriminator Loss: 1.2265... Generator Loss: 0.6140 Epoch 2/4... Discriminator Loss: 1.4157... Generator Loss: 0.5285 Epoch 2/4... Discriminator Loss: 1.4849... Generator Loss: 0.4361 Epoch 2/4... Discriminator Loss: 0.9844... Generator Loss: 0.9221 Epoch 2/4... Discriminator Loss: 0.8101... Generator Loss: 1.2841 Epoch 2/4... Discriminator Loss: 1.0505... Generator Loss: 0.8771 Epoch 2/4... Discriminator Loss: 0.8956... Generator Loss: 0.9640 Epoch 2/4... Discriminator Loss: 1.0341... Generator Loss: 1.2370 Epoch 2/4... Discriminator Loss: 0.8625... Generator Loss: 1.1653
Epoch 2/4... Discriminator Loss: 1.3205... Generator Loss: 0.5192 Epoch 2/4... Discriminator Loss: 0.9615... Generator Loss: 1.1297 Epoch 2/4... Discriminator Loss: 1.4686... Generator Loss: 0.4721 Epoch 2/4... Discriminator Loss: 0.9258... Generator Loss: 0.9703 Epoch 2/4... Discriminator Loss: 0.9740... Generator Loss: 0.9845 Epoch 2/4... Discriminator Loss: 0.9261... Generator Loss: 0.9433 Epoch 2/4... Discriminator Loss: 0.8248... Generator Loss: 1.7883 Epoch 2/4... Discriminator Loss: 1.6889... Generator Loss: 0.3422 Epoch 2/4... Discriminator Loss: 0.8158... Generator Loss: 1.2147 Epoch 2/4... Discriminator Loss: 1.2781... Generator Loss: 0.5614
Epoch 2/4... Discriminator Loss: 0.8547... Generator Loss: 1.1072 Epoch 2/4... Discriminator Loss: 1.3787... Generator Loss: 0.4812 Epoch 2/4... Discriminator Loss: 0.7069... Generator Loss: 1.5382 Epoch 2/4... Discriminator Loss: 0.9209... Generator Loss: 1.8307 Epoch 2/4... Discriminator Loss: 0.8765... Generator Loss: 1.5940 Epoch 2/4... Discriminator Loss: 0.8406... Generator Loss: 1.2231 Epoch 2/4... Discriminator Loss: 1.2682... Generator Loss: 0.5904 Epoch 2/4... Discriminator Loss: 0.9789... Generator Loss: 0.9042 Epoch 2/4... Discriminator Loss: 0.9141... Generator Loss: 1.8652 Epoch 2/4... Discriminator Loss: 0.9423... Generator Loss: 1.0589
Epoch 2/4... Discriminator Loss: 1.0519... Generator Loss: 0.7888 Epoch 2/4... Discriminator Loss: 1.0229... Generator Loss: 0.9737 Epoch 2/4... Discriminator Loss: 0.7394... Generator Loss: 1.2952 Epoch 2/4... Discriminator Loss: 1.2214... Generator Loss: 0.6090 Epoch 2/4... Discriminator Loss: 1.0648... Generator Loss: 0.7515 Epoch 2/4... Discriminator Loss: 0.9016... Generator Loss: 1.0446 Epoch 2/4... Discriminator Loss: 1.0543... Generator Loss: 0.8442 Epoch 2/4... Discriminator Loss: 0.7685... Generator Loss: 1.5641 Epoch 2/4... Discriminator Loss: 0.7896... Generator Loss: 1.6598 Epoch 2/4... Discriminator Loss: 0.6775... Generator Loss: 1.8913
Epoch 2/4... Discriminator Loss: 1.0573... Generator Loss: 0.7387 Epoch 2/4... Discriminator Loss: 0.7063... Generator Loss: 1.4112 Epoch 2/4... Discriminator Loss: 0.9535... Generator Loss: 1.0150 Epoch 2/4... Discriminator Loss: 0.9722... Generator Loss: 1.0947 Epoch 2/4... Discriminator Loss: 0.9351... Generator Loss: 1.0440 Epoch 2/4... Discriminator Loss: 1.2659... Generator Loss: 0.6206 Epoch 2/4... Discriminator Loss: 1.4212... Generator Loss: 0.4753 Epoch 2/4... Discriminator Loss: 0.9102... Generator Loss: 1.1877 Epoch 2/4... Discriminator Loss: 0.7944... Generator Loss: 1.8240 Epoch 2/4... Discriminator Loss: 1.2344... Generator Loss: 0.5903
Epoch 2/4... Discriminator Loss: 0.9833... Generator Loss: 0.9167 Epoch 2/4... Discriminator Loss: 0.7573... Generator Loss: 1.3782 Epoch 2/4... Discriminator Loss: 0.8775... Generator Loss: 1.6028 Epoch 2/4... Discriminator Loss: 0.9644... Generator Loss: 0.9072 Epoch 2/4... Discriminator Loss: 0.9311... Generator Loss: 0.9801 Epoch 2/4... Discriminator Loss: 0.6559... Generator Loss: 1.5923 Epoch 2/4... Discriminator Loss: 0.8807... Generator Loss: 1.1420 Epoch 2/4... Discriminator Loss: 0.9118... Generator Loss: 1.7003 Epoch 2/4... Discriminator Loss: 0.9960... Generator Loss: 1.1038 Epoch 2/4... Discriminator Loss: 0.8394... Generator Loss: 1.1337
Epoch 2/4... Discriminator Loss: 1.2763... Generator Loss: 0.5877 Epoch 2/4... Discriminator Loss: 0.9874... Generator Loss: 2.2725 Epoch 2/4... Discriminator Loss: 0.9478... Generator Loss: 1.0735 Epoch 2/4... Discriminator Loss: 1.2579... Generator Loss: 0.5988 Epoch 2/4... Discriminator Loss: 1.0395... Generator Loss: 0.7624 Epoch 2/4... Discriminator Loss: 1.3075... Generator Loss: 0.5563 Epoch 2/4... Discriminator Loss: 0.9936... Generator Loss: 1.3023 Epoch 2/4... Discriminator Loss: 1.0353... Generator Loss: 0.8224 Epoch 2/4... Discriminator Loss: 1.1395... Generator Loss: 0.7236 Epoch 2/4... Discriminator Loss: 1.4063... Generator Loss: 0.4739
Epoch 2/4... Discriminator Loss: 1.1184... Generator Loss: 0.7688 Epoch 2/4... Discriminator Loss: 1.1926... Generator Loss: 0.6215 Epoch 2/4... Discriminator Loss: 0.7153... Generator Loss: 1.5219 Epoch 2/4... Discriminator Loss: 0.9491... Generator Loss: 0.9309 Epoch 2/4... Discriminator Loss: 0.8102... Generator Loss: 1.3560 Epoch 2/4... Discriminator Loss: 0.7614... Generator Loss: 1.5456 Epoch 2/4... Discriminator Loss: 0.8016... Generator Loss: 1.1385 Epoch 2/4... Discriminator Loss: 1.0605... Generator Loss: 0.7702 Epoch 2/4... Discriminator Loss: 0.8311... Generator Loss: 1.1720 Epoch 2/4... Discriminator Loss: 0.8884... Generator Loss: 1.0536
Epoch 2/4... Discriminator Loss: 0.9776... Generator Loss: 0.9415 Epoch 2/4... Discriminator Loss: 0.7535... Generator Loss: 1.5022 Epoch 2/4... Discriminator Loss: 0.8479... Generator Loss: 1.2791 Epoch 2/4... Discriminator Loss: 0.9934... Generator Loss: 2.0323 Epoch 2/4... Discriminator Loss: 0.8347... Generator Loss: 1.0920 Epoch 2/4... Discriminator Loss: 0.9391... Generator Loss: 0.9857 Epoch 2/4... Discriminator Loss: 0.8591... Generator Loss: 1.1001 Epoch 2/4... Discriminator Loss: 0.9634... Generator Loss: 1.0602 Epoch 2/4... Discriminator Loss: 0.8663... Generator Loss: 1.1846 Epoch 2/4... Discriminator Loss: 0.7789... Generator Loss: 1.4434
Epoch 2/4... Discriminator Loss: 0.9371... Generator Loss: 1.2031 Epoch 2/4... Discriminator Loss: 0.9132... Generator Loss: 1.5625 Epoch 2/4... Discriminator Loss: 0.9399... Generator Loss: 0.9622 Epoch 2/4... Discriminator Loss: 1.3365... Generator Loss: 0.5333 Epoch 2/4... Discriminator Loss: 0.8657... Generator Loss: 1.2906 Epoch 2/4... Discriminator Loss: 0.9077... Generator Loss: 1.0166 Epoch 2/4... Discriminator Loss: 0.9600... Generator Loss: 0.9639 Epoch 2/4... Discriminator Loss: 1.0221... Generator Loss: 0.8608 Epoch 2/4... Discriminator Loss: 1.0011... Generator Loss: 0.8527 Epoch 2/4... Discriminator Loss: 1.2586... Generator Loss: 0.6051
Epoch 2/4... Discriminator Loss: 0.8750... Generator Loss: 1.0636 Epoch 2/4... Discriminator Loss: 0.9798... Generator Loss: 0.9013 Epoch 2/4... Discriminator Loss: 0.8222... Generator Loss: 1.7552 Epoch 2/4... Discriminator Loss: 0.8443... Generator Loss: 1.3572 Epoch 2/4... Discriminator Loss: 0.9809... Generator Loss: 1.0544 Epoch 2/4... Discriminator Loss: 0.9716... Generator Loss: 0.9373 Epoch 2/4... Discriminator Loss: 0.9068... Generator Loss: 0.9832 Epoch 2/4... Discriminator Loss: 0.9248... Generator Loss: 0.9829 Epoch 2/4... Discriminator Loss: 0.7438... Generator Loss: 1.4199 Epoch 2/4... Discriminator Loss: 0.7685... Generator Loss: 2.0928
Epoch 2/4... Discriminator Loss: 1.0291... Generator Loss: 0.7555 Epoch 2/4... Discriminator Loss: 0.9273... Generator Loss: 0.9835 Epoch 2/4... Discriminator Loss: 0.8927... Generator Loss: 0.9616 Epoch 2/4... Discriminator Loss: 0.7089... Generator Loss: 1.4947 Epoch 2/4... Discriminator Loss: 0.8972... Generator Loss: 1.0758 Epoch 2/4... Discriminator Loss: 1.0371... Generator Loss: 0.8059 Epoch 2/4... Discriminator Loss: 0.9770... Generator Loss: 0.8628 Epoch 2/4... Discriminator Loss: 0.7900... Generator Loss: 1.2138 Epoch 2/4... Discriminator Loss: 1.1649... Generator Loss: 0.6985 Epoch 2/4... Discriminator Loss: 1.0362... Generator Loss: 2.5888
Epoch 2/4... Discriminator Loss: 1.1080... Generator Loss: 0.7486 Epoch 2/4... Discriminator Loss: 1.0177... Generator Loss: 0.8341 Epoch 2/4... Discriminator Loss: 0.8668... Generator Loss: 1.0624 Epoch 2/4... Discriminator Loss: 0.9186... Generator Loss: 0.9538 Epoch 2/4... Discriminator Loss: 1.0246... Generator Loss: 0.8158 Epoch 2/4... Discriminator Loss: 0.9371... Generator Loss: 0.9983 Epoch 3/4... Discriminator Loss: 0.8259... Generator Loss: 1.2014 Epoch 3/4... Discriminator Loss: 1.1981... Generator Loss: 0.6519 Epoch 3/4... Discriminator Loss: 1.0543... Generator Loss: 0.8420 Epoch 3/4... Discriminator Loss: 0.8728... Generator Loss: 1.3002
Epoch 3/4... Discriminator Loss: 0.9965... Generator Loss: 0.9168 Epoch 3/4... Discriminator Loss: 0.8466... Generator Loss: 1.3440 Epoch 3/4... Discriminator Loss: 0.9556... Generator Loss: 0.9010 Epoch 3/4... Discriminator Loss: 0.7353... Generator Loss: 1.4305 Epoch 3/4... Discriminator Loss: 0.6701... Generator Loss: 1.6619 Epoch 3/4... Discriminator Loss: 0.8041... Generator Loss: 1.3761 Epoch 3/4... Discriminator Loss: 1.1162... Generator Loss: 0.7292 Epoch 3/4... Discriminator Loss: 0.9882... Generator Loss: 1.0315 Epoch 3/4... Discriminator Loss: 1.0497... Generator Loss: 0.7439 Epoch 3/4... Discriminator Loss: 0.7748... Generator Loss: 1.7161
Epoch 3/4... Discriminator Loss: 0.7796... Generator Loss: 1.4457 Epoch 3/4... Discriminator Loss: 0.7487... Generator Loss: 1.3831 Epoch 3/4... Discriminator Loss: 0.6996... Generator Loss: 1.4140 Epoch 3/4... Discriminator Loss: 0.6944... Generator Loss: 1.8299 Epoch 3/4... Discriminator Loss: 0.9044... Generator Loss: 1.1362 Epoch 3/4... Discriminator Loss: 0.8226... Generator Loss: 1.2006 Epoch 3/4... Discriminator Loss: 1.1087... Generator Loss: 1.7759 Epoch 3/4... Discriminator Loss: 0.9288... Generator Loss: 2.2921 Epoch 3/4... Discriminator Loss: 0.9056... Generator Loss: 1.3412 Epoch 3/4... Discriminator Loss: 1.1453... Generator Loss: 0.7931
Epoch 3/4... Discriminator Loss: 0.9270... Generator Loss: 0.9808 Epoch 3/4... Discriminator Loss: 1.1400... Generator Loss: 0.7354 Epoch 3/4... Discriminator Loss: 0.7373... Generator Loss: 1.6288 Epoch 3/4... Discriminator Loss: 1.0679... Generator Loss: 0.8141 Epoch 3/4... Discriminator Loss: 0.7415... Generator Loss: 1.4459 Epoch 3/4... Discriminator Loss: 1.0246... Generator Loss: 0.7997 Epoch 3/4... Discriminator Loss: 0.7686... Generator Loss: 1.4518 Epoch 3/4... Discriminator Loss: 0.8700... Generator Loss: 1.1562 Epoch 3/4... Discriminator Loss: 0.8459... Generator Loss: 1.1608 Epoch 3/4... Discriminator Loss: 1.1194... Generator Loss: 0.7337
Epoch 3/4... Discriminator Loss: 1.0263... Generator Loss: 1.1389 Epoch 3/4... Discriminator Loss: 1.5089... Generator Loss: 0.4266 Epoch 3/4... Discriminator Loss: 1.4141... Generator Loss: 0.4735 Epoch 3/4... Discriminator Loss: 0.8768... Generator Loss: 1.0535 Epoch 3/4... Discriminator Loss: 0.9059... Generator Loss: 1.0147 Epoch 3/4... Discriminator Loss: 1.3727... Generator Loss: 0.4966 Epoch 3/4... Discriminator Loss: 0.7480... Generator Loss: 1.3422 Epoch 3/4... Discriminator Loss: 1.3982... Generator Loss: 0.5067 Epoch 3/4... Discriminator Loss: 1.0412... Generator Loss: 0.8186 Epoch 3/4... Discriminator Loss: 0.9132... Generator Loss: 1.0527
Epoch 3/4... Discriminator Loss: 1.2543... Generator Loss: 0.6117 Epoch 3/4... Discriminator Loss: 1.3118... Generator Loss: 0.5649 Epoch 3/4... Discriminator Loss: 1.0254... Generator Loss: 0.9296 Epoch 3/4... Discriminator Loss: 0.8885... Generator Loss: 1.2406 Epoch 3/4... Discriminator Loss: 0.7941... Generator Loss: 1.1532 Epoch 3/4... Discriminator Loss: 0.9791... Generator Loss: 1.8442 Epoch 3/4... Discriminator Loss: 0.9750... Generator Loss: 1.3652 Epoch 3/4... Discriminator Loss: 1.1023... Generator Loss: 0.7792 Epoch 3/4... Discriminator Loss: 0.9434... Generator Loss: 0.9538 Epoch 3/4... Discriminator Loss: 1.1621... Generator Loss: 0.7386
Epoch 3/4... Discriminator Loss: 1.5017... Generator Loss: 0.4373 Epoch 3/4... Discriminator Loss: 0.9022... Generator Loss: 0.9813 Epoch 3/4... Discriminator Loss: 0.7913... Generator Loss: 1.2148 Epoch 3/4... Discriminator Loss: 0.9889... Generator Loss: 0.8717 Epoch 3/4... Discriminator Loss: 1.0512... Generator Loss: 0.7892 Epoch 3/4... Discriminator Loss: 0.9806... Generator Loss: 1.9599 Epoch 3/4... Discriminator Loss: 1.2734... Generator Loss: 0.5676 Epoch 3/4... Discriminator Loss: 0.7244... Generator Loss: 2.0994 Epoch 3/4... Discriminator Loss: 0.7360... Generator Loss: 1.4543 Epoch 3/4... Discriminator Loss: 0.8521... Generator Loss: 1.0934
Epoch 3/4... Discriminator Loss: 1.1391... Generator Loss: 0.7609 Epoch 3/4... Discriminator Loss: 0.9514... Generator Loss: 0.9556 Epoch 3/4... Discriminator Loss: 0.6092... Generator Loss: 2.2177 Epoch 3/4... Discriminator Loss: 0.7920... Generator Loss: 1.3948 Epoch 3/4... Discriminator Loss: 0.8247... Generator Loss: 1.3364 Epoch 3/4... Discriminator Loss: 0.6407... Generator Loss: 2.3007 Epoch 3/4... Discriminator Loss: 0.8042... Generator Loss: 1.6589 Epoch 3/4... Discriminator Loss: 0.7988... Generator Loss: 1.5761 Epoch 3/4... Discriminator Loss: 1.1097... Generator Loss: 0.8128 Epoch 3/4... Discriminator Loss: 1.4744... Generator Loss: 0.4972
Epoch 3/4... Discriminator Loss: 0.9327... Generator Loss: 1.0972 Epoch 3/4... Discriminator Loss: 0.9263... Generator Loss: 1.4371 Epoch 3/4... Discriminator Loss: 0.8033... Generator Loss: 1.5723 Epoch 3/4... Discriminator Loss: 0.6983... Generator Loss: 1.4315 Epoch 3/4... Discriminator Loss: 0.9226... Generator Loss: 1.1420 Epoch 3/4... Discriminator Loss: 0.8693... Generator Loss: 1.1034 Epoch 3/4... Discriminator Loss: 1.0453... Generator Loss: 1.3088 Epoch 3/4... Discriminator Loss: 0.8143... Generator Loss: 1.2083 Epoch 3/4... Discriminator Loss: 0.9181... Generator Loss: 1.1266 Epoch 3/4... Discriminator Loss: 1.3370... Generator Loss: 0.4977
Epoch 3/4... Discriminator Loss: 0.7958... Generator Loss: 1.6865 Epoch 3/4... Discriminator Loss: 1.6288... Generator Loss: 0.4108 Epoch 3/4... Discriminator Loss: 0.7234... Generator Loss: 1.8270 Epoch 3/4... Discriminator Loss: 1.0260... Generator Loss: 0.8619 Epoch 3/4... Discriminator Loss: 1.1349... Generator Loss: 0.7655 Epoch 3/4... Discriminator Loss: 0.8487... Generator Loss: 1.2170 Epoch 3/4... Discriminator Loss: 0.8090... Generator Loss: 2.6501 Epoch 3/4... Discriminator Loss: 0.9413... Generator Loss: 2.1963 Epoch 3/4... Discriminator Loss: 1.0451... Generator Loss: 0.7800 Epoch 3/4... Discriminator Loss: 1.2112... Generator Loss: 0.6474
Epoch 3/4... Discriminator Loss: 0.8997... Generator Loss: 1.5341 Epoch 3/4... Discriminator Loss: 0.8992... Generator Loss: 0.9941 Epoch 3/4... Discriminator Loss: 0.6249... Generator Loss: 1.8465 Epoch 3/4... Discriminator Loss: 1.5933... Generator Loss: 0.3907 Epoch 3/4... Discriminator Loss: 0.8832... Generator Loss: 1.0600 Epoch 3/4... Discriminator Loss: 0.9996... Generator Loss: 0.8482 Epoch 3/4... Discriminator Loss: 0.8684... Generator Loss: 1.1907 Epoch 3/4... Discriminator Loss: 0.7861... Generator Loss: 1.7151 Epoch 3/4... Discriminator Loss: 0.8351... Generator Loss: 1.1741 Epoch 3/4... Discriminator Loss: 0.7280... Generator Loss: 1.3976
Epoch 3/4... Discriminator Loss: 0.9113... Generator Loss: 1.1400 Epoch 3/4... Discriminator Loss: 0.9894... Generator Loss: 0.8952 Epoch 3/4... Discriminator Loss: 0.6485... Generator Loss: 1.7734 Epoch 3/4... Discriminator Loss: 0.8307... Generator Loss: 1.1769 Epoch 3/4... Discriminator Loss: 0.9632... Generator Loss: 0.8815 Epoch 3/4... Discriminator Loss: 0.9358... Generator Loss: 0.9385 Epoch 3/4... Discriminator Loss: 0.8464... Generator Loss: 1.0829 Epoch 3/4... Discriminator Loss: 0.8971... Generator Loss: 1.0284 Epoch 3/4... Discriminator Loss: 0.8135... Generator Loss: 1.4291 Epoch 3/4... Discriminator Loss: 0.9183... Generator Loss: 1.0340
Epoch 3/4... Discriminator Loss: 0.9440... Generator Loss: 0.9692 Epoch 3/4... Discriminator Loss: 1.2904... Generator Loss: 0.6057 Epoch 3/4... Discriminator Loss: 1.1095... Generator Loss: 0.7337 Epoch 3/4... Discriminator Loss: 0.9043... Generator Loss: 1.0156 Epoch 3/4... Discriminator Loss: 0.9830... Generator Loss: 0.9489 Epoch 3/4... Discriminator Loss: 0.9236... Generator Loss: 1.4034 Epoch 3/4... Discriminator Loss: 1.0317... Generator Loss: 0.8988 Epoch 3/4... Discriminator Loss: 0.7331... Generator Loss: 2.1975 Epoch 3/4... Discriminator Loss: 1.0417... Generator Loss: 0.8309 Epoch 3/4... Discriminator Loss: 0.7869... Generator Loss: 1.7740
Epoch 3/4... Discriminator Loss: 0.6984... Generator Loss: 1.5400 Epoch 3/4... Discriminator Loss: 1.7485... Generator Loss: 0.3396 Epoch 3/4... Discriminator Loss: 0.9870... Generator Loss: 0.9688 Epoch 3/4... Discriminator Loss: 1.0971... Generator Loss: 0.8165 Epoch 3/4... Discriminator Loss: 1.2058... Generator Loss: 0.6618 Epoch 3/4... Discriminator Loss: 0.7212... Generator Loss: 1.5122 Epoch 3/4... Discriminator Loss: 0.7878... Generator Loss: 1.5712 Epoch 3/4... Discriminator Loss: 0.8416... Generator Loss: 1.7305 Epoch 3/4... Discriminator Loss: 0.9440... Generator Loss: 1.0026 Epoch 3/4... Discriminator Loss: 0.8294... Generator Loss: 1.0710
Epoch 3/4... Discriminator Loss: 0.8487... Generator Loss: 1.2392 Epoch 3/4... Discriminator Loss: 0.6800... Generator Loss: 1.4707 Epoch 3/4... Discriminator Loss: 0.8393... Generator Loss: 1.0628 Epoch 3/4... Discriminator Loss: 0.7082... Generator Loss: 1.5408 Epoch 3/4... Discriminator Loss: 1.1038... Generator Loss: 0.7932 Epoch 3/4... Discriminator Loss: 0.8903... Generator Loss: 1.8652 Epoch 3/4... Discriminator Loss: 1.2565... Generator Loss: 0.5864 Epoch 3/4... Discriminator Loss: 1.3122... Generator Loss: 0.5476 Epoch 3/4... Discriminator Loss: 0.9735... Generator Loss: 1.7637 Epoch 3/4... Discriminator Loss: 1.1342... Generator Loss: 0.7081
Epoch 3/4... Discriminator Loss: 1.1450... Generator Loss: 0.7001 Epoch 3/4... Discriminator Loss: 0.8395... Generator Loss: 2.3330 Epoch 3/4... Discriminator Loss: 0.9622... Generator Loss: 1.0247 Epoch 3/4... Discriminator Loss: 1.3075... Generator Loss: 0.5600 Epoch 3/4... Discriminator Loss: 0.7752... Generator Loss: 1.2943 Epoch 3/4... Discriminator Loss: 0.9945... Generator Loss: 0.9084 Epoch 3/4... Discriminator Loss: 1.0829... Generator Loss: 0.7679 Epoch 3/4... Discriminator Loss: 0.8523... Generator Loss: 1.2677 Epoch 3/4... Discriminator Loss: 0.9249... Generator Loss: 1.2458 Epoch 3/4... Discriminator Loss: 1.5327... Generator Loss: 0.4199
Epoch 3/4... Discriminator Loss: 1.1516... Generator Loss: 0.6964 Epoch 3/4... Discriminator Loss: 1.3010... Generator Loss: 0.5675 Epoch 3/4... Discriminator Loss: 1.1441... Generator Loss: 0.7372 Epoch 3/4... Discriminator Loss: 0.9902... Generator Loss: 1.1635 Epoch 3/4... Discriminator Loss: 1.5944... Generator Loss: 0.4050 Epoch 3/4... Discriminator Loss: 1.1358... Generator Loss: 0.7500 Epoch 3/4... Discriminator Loss: 0.9164... Generator Loss: 0.9863 Epoch 3/4... Discriminator Loss: 0.7877... Generator Loss: 1.3557 Epoch 3/4... Discriminator Loss: 1.0269... Generator Loss: 0.9154 Epoch 3/4... Discriminator Loss: 0.8743... Generator Loss: 1.2487
Epoch 3/4... Discriminator Loss: 1.4915... Generator Loss: 0.4508 Epoch 3/4... Discriminator Loss: 0.7692... Generator Loss: 1.2798 Epoch 3/4... Discriminator Loss: 0.9468... Generator Loss: 0.9167 Epoch 3/4... Discriminator Loss: 0.9555... Generator Loss: 0.9283 Epoch 3/4... Discriminator Loss: 1.4488... Generator Loss: 0.4780 Epoch 3/4... Discriminator Loss: 0.6343... Generator Loss: 1.8477 Epoch 3/4... Discriminator Loss: 0.9789... Generator Loss: 1.0424 Epoch 3/4... Discriminator Loss: 0.8206... Generator Loss: 1.5554 Epoch 3/4... Discriminator Loss: 1.0567... Generator Loss: 0.8587 Epoch 3/4... Discriminator Loss: 1.0041... Generator Loss: 0.8563
Epoch 3/4... Discriminator Loss: 0.9030... Generator Loss: 1.3581 Epoch 3/4... Discriminator Loss: 0.8162... Generator Loss: 1.3985 Epoch 3/4... Discriminator Loss: 0.9233... Generator Loss: 0.9413 Epoch 3/4... Discriminator Loss: 0.9203... Generator Loss: 1.1083 Epoch 3/4... Discriminator Loss: 0.9900... Generator Loss: 1.0126 Epoch 3/4... Discriminator Loss: 0.8912... Generator Loss: 1.0707 Epoch 3/4... Discriminator Loss: 0.9636... Generator Loss: 0.9386 Epoch 3/4... Discriminator Loss: 0.9420... Generator Loss: 0.9467 Epoch 3/4... Discriminator Loss: 0.8433... Generator Loss: 1.1868 Epoch 3/4... Discriminator Loss: 0.8997... Generator Loss: 0.9685
Epoch 3/4... Discriminator Loss: 0.6833... Generator Loss: 1.5745 Epoch 3/4... Discriminator Loss: 1.0442... Generator Loss: 0.8416 Epoch 3/4... Discriminator Loss: 0.9433... Generator Loss: 1.1358 Epoch 3/4... Discriminator Loss: 0.7643... Generator Loss: 1.1951 Epoch 3/4... Discriminator Loss: 0.8635... Generator Loss: 1.2029 Epoch 3/4... Discriminator Loss: 1.8296... Generator Loss: 0.3203 Epoch 3/4... Discriminator Loss: 0.8088... Generator Loss: 1.6511 Epoch 3/4... Discriminator Loss: 1.2047... Generator Loss: 0.6116 Epoch 3/4... Discriminator Loss: 1.0505... Generator Loss: 2.8109 Epoch 3/4... Discriminator Loss: 0.8059... Generator Loss: 1.2213
Epoch 3/4... Discriminator Loss: 0.9100... Generator Loss: 1.0320 Epoch 3/4... Discriminator Loss: 0.8828... Generator Loss: 1.4808 Epoch 3/4... Discriminator Loss: 1.6112... Generator Loss: 0.4218 Epoch 3/4... Discriminator Loss: 1.3010... Generator Loss: 0.5848 Epoch 3/4... Discriminator Loss: 1.0789... Generator Loss: 0.7868 Epoch 3/4... Discriminator Loss: 1.0074... Generator Loss: 0.8146 Epoch 3/4... Discriminator Loss: 0.8122... Generator Loss: 1.3590 Epoch 3/4... Discriminator Loss: 1.6152... Generator Loss: 0.4198 Epoch 3/4... Discriminator Loss: 1.3567... Generator Loss: 0.6903 Epoch 3/4... Discriminator Loss: 0.8099... Generator Loss: 1.1466
Epoch 3/4... Discriminator Loss: 0.9530... Generator Loss: 0.9577 Epoch 3/4... Discriminator Loss: 0.8741... Generator Loss: 1.3067 Epoch 3/4... Discriminator Loss: 0.9617... Generator Loss: 0.9059 Epoch 3/4... Discriminator Loss: 0.8218... Generator Loss: 1.1608 Epoch 3/4... Discriminator Loss: 1.0747... Generator Loss: 1.0325 Epoch 3/4... Discriminator Loss: 0.8139... Generator Loss: 1.1581 Epoch 3/4... Discriminator Loss: 1.1645... Generator Loss: 0.6551 Epoch 3/4... Discriminator Loss: 0.6557... Generator Loss: 2.0835 Epoch 3/4... Discriminator Loss: 0.9757... Generator Loss: 0.9544 Epoch 3/4... Discriminator Loss: 0.8362... Generator Loss: 1.3301
Epoch 3/4... Discriminator Loss: 1.2041... Generator Loss: 0.6427 Epoch 3/4... Discriminator Loss: 0.9646... Generator Loss: 1.4306 Epoch 3/4... Discriminator Loss: 0.9377... Generator Loss: 2.2150 Epoch 3/4... Discriminator Loss: 0.8647... Generator Loss: 1.6803 Epoch 3/4... Discriminator Loss: 0.8005... Generator Loss: 1.2652 Epoch 3/4... Discriminator Loss: 0.7738... Generator Loss: 1.2509 Epoch 3/4... Discriminator Loss: 1.0594... Generator Loss: 0.7505 Epoch 3/4... Discriminator Loss: 1.1517... Generator Loss: 0.7161 Epoch 3/4... Discriminator Loss: 0.7182... Generator Loss: 1.5265 Epoch 3/4... Discriminator Loss: 1.0870... Generator Loss: 0.7491
Epoch 3/4... Discriminator Loss: 0.8355... Generator Loss: 1.2282 Epoch 3/4... Discriminator Loss: 0.8937... Generator Loss: 1.0668 Epoch 3/4... Discriminator Loss: 0.9297... Generator Loss: 1.2098 Epoch 3/4... Discriminator Loss: 1.0128... Generator Loss: 0.8884 Epoch 3/4... Discriminator Loss: 0.8134... Generator Loss: 1.6791 Epoch 3/4... Discriminator Loss: 0.9749... Generator Loss: 0.9058 Epoch 3/4... Discriminator Loss: 1.1782... Generator Loss: 0.7636 Epoch 3/4... Discriminator Loss: 0.8763... Generator Loss: 1.1084 Epoch 3/4... Discriminator Loss: 0.6978... Generator Loss: 1.3898 Epoch 3/4... Discriminator Loss: 1.3241... Generator Loss: 0.5225
Epoch 3/4... Discriminator Loss: 1.0735... Generator Loss: 0.8726 Epoch 3/4... Discriminator Loss: 0.9659... Generator Loss: 1.7269 Epoch 3/4... Discriminator Loss: 0.7955... Generator Loss: 1.2861 Epoch 3/4... Discriminator Loss: 1.1479... Generator Loss: 0.6869 Epoch 3/4... Discriminator Loss: 1.1231... Generator Loss: 0.6857 Epoch 3/4... Discriminator Loss: 0.8726... Generator Loss: 1.0946 Epoch 3/4... Discriminator Loss: 0.7543... Generator Loss: 1.6702 Epoch 3/4... Discriminator Loss: 1.0130... Generator Loss: 0.9369 Epoch 3/4... Discriminator Loss: 0.7342... Generator Loss: 1.4649 Epoch 3/4... Discriminator Loss: 1.3256... Generator Loss: 0.5436
Epoch 3/4... Discriminator Loss: 1.3493... Generator Loss: 0.5774 Epoch 3/4... Discriminator Loss: 0.8770... Generator Loss: 1.1435 Epoch 3/4... Discriminator Loss: 0.9650... Generator Loss: 1.3757 Epoch 3/4... Discriminator Loss: 1.0993... Generator Loss: 0.7397 Epoch 3/4... Discriminator Loss: 0.9830... Generator Loss: 1.0446 Epoch 3/4... Discriminator Loss: 0.9725... Generator Loss: 0.9397 Epoch 3/4... Discriminator Loss: 0.7946... Generator Loss: 1.6151 Epoch 3/4... Discriminator Loss: 0.7782... Generator Loss: 1.9066 Epoch 3/4... Discriminator Loss: 0.9784... Generator Loss: 1.0283 Epoch 3/4... Discriminator Loss: 0.6564... Generator Loss: 1.8902
Epoch 3/4... Discriminator Loss: 0.9510... Generator Loss: 0.9415 Epoch 3/4... Discriminator Loss: 0.9695... Generator Loss: 0.8291 Epoch 3/4... Discriminator Loss: 0.9684... Generator Loss: 1.1095 Epoch 3/4... Discriminator Loss: 1.2106... Generator Loss: 0.6095 Epoch 3/4... Discriminator Loss: 0.9063... Generator Loss: 1.4421 Epoch 3/4... Discriminator Loss: 1.0754... Generator Loss: 0.7795 Epoch 3/4... Discriminator Loss: 1.0940... Generator Loss: 0.6897 Epoch 3/4... Discriminator Loss: 0.7651... Generator Loss: 1.3573 Epoch 3/4... Discriminator Loss: 0.5717... Generator Loss: 1.9946 Epoch 3/4... Discriminator Loss: 0.8176... Generator Loss: 1.3762
Epoch 3/4... Discriminator Loss: 0.9470... Generator Loss: 1.0294 Epoch 3/4... Discriminator Loss: 0.8868... Generator Loss: 1.7757 Epoch 3/4... Discriminator Loss: 0.7588... Generator Loss: 1.4023 Epoch 3/4... Discriminator Loss: 1.3600... Generator Loss: 0.5254 Epoch 3/4... Discriminator Loss: 1.0954... Generator Loss: 0.7323 Epoch 3/4... Discriminator Loss: 0.9524... Generator Loss: 0.9546 Epoch 3/4... Discriminator Loss: 0.8523... Generator Loss: 1.1582 Epoch 3/4... Discriminator Loss: 0.7809... Generator Loss: 1.3918 Epoch 3/4... Discriminator Loss: 1.0165... Generator Loss: 0.7737 Epoch 3/4... Discriminator Loss: 1.0093... Generator Loss: 1.2611
Epoch 3/4... Discriminator Loss: 0.7560... Generator Loss: 1.3265 Epoch 3/4... Discriminator Loss: 0.9581... Generator Loss: 1.3901 Epoch 3/4... Discriminator Loss: 0.8883... Generator Loss: 1.0016 Epoch 3/4... Discriminator Loss: 0.7553... Generator Loss: 1.4695 Epoch 3/4... Discriminator Loss: 0.9097... Generator Loss: 1.1478 Epoch 3/4... Discriminator Loss: 1.3082... Generator Loss: 0.5558 Epoch 3/4... Discriminator Loss: 0.7515... Generator Loss: 1.7662 Epoch 3/4... Discriminator Loss: 0.6602... Generator Loss: 1.7227 Epoch 3/4... Discriminator Loss: 0.8070... Generator Loss: 1.5472 Epoch 3/4... Discriminator Loss: 0.8957... Generator Loss: 1.6159
Epoch 3/4... Discriminator Loss: 0.8746... Generator Loss: 1.1884 Epoch 3/4... Discriminator Loss: 0.7811... Generator Loss: 1.3912 Epoch 3/4... Discriminator Loss: 0.7351... Generator Loss: 1.3557 Epoch 3/4... Discriminator Loss: 1.1652... Generator Loss: 0.7508 Epoch 3/4... Discriminator Loss: 1.0528... Generator Loss: 0.8241 Epoch 3/4... Discriminator Loss: 0.9316... Generator Loss: 1.4269 Epoch 3/4... Discriminator Loss: 0.6724... Generator Loss: 1.3982 Epoch 3/4... Discriminator Loss: 1.1284... Generator Loss: 0.7013 Epoch 3/4... Discriminator Loss: 0.7960... Generator Loss: 1.2904 Epoch 3/4... Discriminator Loss: 1.4601... Generator Loss: 0.4907
Epoch 3/4... Discriminator Loss: 1.3445... Generator Loss: 0.5412 Epoch 3/4... Discriminator Loss: 1.0403... Generator Loss: 0.7737 Epoch 3/4... Discriminator Loss: 1.0072... Generator Loss: 0.9371 Epoch 3/4... Discriminator Loss: 0.7937... Generator Loss: 1.5216 Epoch 3/4... Discriminator Loss: 0.7624... Generator Loss: 1.8052 Epoch 3/4... Discriminator Loss: 1.0462... Generator Loss: 0.7950 Epoch 3/4... Discriminator Loss: 0.9456... Generator Loss: 0.9415 Epoch 3/4... Discriminator Loss: 1.1027... Generator Loss: 0.7832 Epoch 3/4... Discriminator Loss: 0.7820... Generator Loss: 1.5474 Epoch 3/4... Discriminator Loss: 0.8638... Generator Loss: 1.4696
Epoch 3/4... Discriminator Loss: 1.1001... Generator Loss: 0.8128 Epoch 3/4... Discriminator Loss: 0.8549... Generator Loss: 1.3962 Epoch 3/4... Discriminator Loss: 0.7983... Generator Loss: 1.6083 Epoch 3/4... Discriminator Loss: 1.1359... Generator Loss: 0.7123 Epoch 3/4... Discriminator Loss: 1.0497... Generator Loss: 0.7979 Epoch 3/4... Discriminator Loss: 0.9109... Generator Loss: 1.0130 Epoch 3/4... Discriminator Loss: 0.8768... Generator Loss: 1.1503 Epoch 3/4... Discriminator Loss: 1.5021... Generator Loss: 0.4270 Epoch 3/4... Discriminator Loss: 1.1553... Generator Loss: 0.6848 Epoch 3/4... Discriminator Loss: 0.7214... Generator Loss: 1.6711
Epoch 3/4... Discriminator Loss: 0.9406... Generator Loss: 1.0321 Epoch 3/4... Discriminator Loss: 0.9059... Generator Loss: 1.0687 Epoch 3/4... Discriminator Loss: 1.0125... Generator Loss: 1.2255 Epoch 3/4... Discriminator Loss: 0.9768... Generator Loss: 0.9391 Epoch 3/4... Discriminator Loss: 0.9191... Generator Loss: 0.9726 Epoch 3/4... Discriminator Loss: 1.1003... Generator Loss: 0.7694 Epoch 3/4... Discriminator Loss: 1.1093... Generator Loss: 0.7141 Epoch 3/4... Discriminator Loss: 0.9385... Generator Loss: 1.0542 Epoch 3/4... Discriminator Loss: 1.0663... Generator Loss: 0.7415 Epoch 3/4... Discriminator Loss: 1.0802... Generator Loss: 0.8114
Epoch 3/4... Discriminator Loss: 1.0842... Generator Loss: 0.7831 Epoch 3/4... Discriminator Loss: 1.1133... Generator Loss: 0.7190 Epoch 3/4... Discriminator Loss: 0.9903... Generator Loss: 1.2839 Epoch 3/4... Discriminator Loss: 1.0991... Generator Loss: 1.2576 Epoch 3/4... Discriminator Loss: 0.8011... Generator Loss: 1.2825 Epoch 3/4... Discriminator Loss: 0.9830... Generator Loss: 0.9272 Epoch 3/4... Discriminator Loss: 0.9031... Generator Loss: 1.1200 Epoch 3/4... Discriminator Loss: 1.3305... Generator Loss: 0.5479 Epoch 3/4... Discriminator Loss: 0.6208... Generator Loss: 1.6382 Epoch 3/4... Discriminator Loss: 0.7940... Generator Loss: 1.2120
Epoch 3/4... Discriminator Loss: 1.0378... Generator Loss: 1.4169 Epoch 3/4... Discriminator Loss: 1.2052... Generator Loss: 0.7685 Epoch 3/4... Discriminator Loss: 0.6928... Generator Loss: 1.4645 Epoch 3/4... Discriminator Loss: 0.7464... Generator Loss: 1.2660 Epoch 3/4... Discriminator Loss: 0.7407... Generator Loss: 1.4052 Epoch 3/4... Discriminator Loss: 1.4360... Generator Loss: 0.4827 Epoch 3/4... Discriminator Loss: 1.1024... Generator Loss: 1.5675 Epoch 3/4... Discriminator Loss: 0.8529... Generator Loss: 1.2823 Epoch 3/4... Discriminator Loss: 0.7433... Generator Loss: 1.2669 Epoch 3/4... Discriminator Loss: 1.3336... Generator Loss: 0.5723
Epoch 3/4... Discriminator Loss: 0.8114... Generator Loss: 1.4591 Epoch 3/4... Discriminator Loss: 0.8630... Generator Loss: 1.0815 Epoch 3/4... Discriminator Loss: 0.7776... Generator Loss: 1.3206 Epoch 3/4... Discriminator Loss: 0.7544... Generator Loss: 1.3257 Epoch 3/4... Discriminator Loss: 0.8531... Generator Loss: 1.0336 Epoch 3/4... Discriminator Loss: 0.9593... Generator Loss: 2.2332 Epoch 3/4... Discriminator Loss: 0.9389... Generator Loss: 1.0118 Epoch 3/4... Discriminator Loss: 0.8464... Generator Loss: 1.4409 Epoch 3/4... Discriminator Loss: 0.7340... Generator Loss: 1.3697 Epoch 3/4... Discriminator Loss: 0.8816... Generator Loss: 1.1360
Epoch 3/4... Discriminator Loss: 1.0108... Generator Loss: 2.2345 Epoch 3/4... Discriminator Loss: 0.8207... Generator Loss: 1.1861 Epoch 3/4... Discriminator Loss: 1.1877... Generator Loss: 0.6536 Epoch 3/4... Discriminator Loss: 1.1340... Generator Loss: 0.7131 Epoch 3/4... Discriminator Loss: 1.0133... Generator Loss: 0.8409 Epoch 3/4... Discriminator Loss: 1.1802... Generator Loss: 0.6277 Epoch 3/4... Discriminator Loss: 0.9106... Generator Loss: 0.9970 Epoch 3/4... Discriminator Loss: 0.7969... Generator Loss: 1.3966 Epoch 3/4... Discriminator Loss: 0.7214... Generator Loss: 1.6057 Epoch 3/4... Discriminator Loss: 1.3713... Generator Loss: 0.5344
Epoch 3/4... Discriminator Loss: 0.8029... Generator Loss: 1.9588 Epoch 3/4... Discriminator Loss: 0.7804... Generator Loss: 1.2593 Epoch 3/4... Discriminator Loss: 0.8653... Generator Loss: 1.0393 Epoch 3/4... Discriminator Loss: 0.9223... Generator Loss: 1.1587 Epoch 3/4... Discriminator Loss: 0.7309... Generator Loss: 1.4230 Epoch 3/4... Discriminator Loss: 1.1680... Generator Loss: 0.6665 Epoch 3/4... Discriminator Loss: 0.8247... Generator Loss: 1.1830 Epoch 3/4... Discriminator Loss: 0.9386... Generator Loss: 1.6377 Epoch 3/4... Discriminator Loss: 0.8986... Generator Loss: 1.2372 Epoch 3/4... Discriminator Loss: 1.6602... Generator Loss: 0.3379
Epoch 3/4... Discriminator Loss: 0.9694... Generator Loss: 0.8760 Epoch 3/4... Discriminator Loss: 0.8846... Generator Loss: 1.4111 Epoch 3/4... Discriminator Loss: 0.7516... Generator Loss: 1.3296 Epoch 3/4... Discriminator Loss: 0.9044... Generator Loss: 1.1201 Epoch 3/4... Discriminator Loss: 0.8422... Generator Loss: 1.5956 Epoch 3/4... Discriminator Loss: 0.8989... Generator Loss: 1.0888 Epoch 3/4... Discriminator Loss: 1.2259... Generator Loss: 0.6317 Epoch 3/4... Discriminator Loss: 1.4348... Generator Loss: 0.5288 Epoch 3/4... Discriminator Loss: 0.7538... Generator Loss: 1.4533 Epoch 3/4... Discriminator Loss: 0.8316... Generator Loss: 1.3418
Epoch 3/4... Discriminator Loss: 0.9363... Generator Loss: 0.9513 Epoch 3/4... Discriminator Loss: 0.7894... Generator Loss: 1.1994 Epoch 3/4... Discriminator Loss: 1.3500... Generator Loss: 0.5343 Epoch 3/4... Discriminator Loss: 1.0135... Generator Loss: 0.7835 Epoch 3/4... Discriminator Loss: 1.3357... Generator Loss: 2.1807 Epoch 3/4... Discriminator Loss: 0.9400... Generator Loss: 1.0648 Epoch 3/4... Discriminator Loss: 0.8728... Generator Loss: 1.3813 Epoch 3/4... Discriminator Loss: 0.8339... Generator Loss: 1.1065 Epoch 3/4... Discriminator Loss: 1.2998... Generator Loss: 0.5569 Epoch 3/4... Discriminator Loss: 0.8916... Generator Loss: 1.1448
Epoch 3/4... Discriminator Loss: 0.8036... Generator Loss: 1.3175 Epoch 3/4... Discriminator Loss: 0.8800... Generator Loss: 1.5143 Epoch 3/4... Discriminator Loss: 0.5460... Generator Loss: 2.1691 Epoch 3/4... Discriminator Loss: 0.7085... Generator Loss: 1.3741 Epoch 3/4... Discriminator Loss: 0.7930... Generator Loss: 1.2455 Epoch 3/4... Discriminator Loss: 0.8535... Generator Loss: 1.0962 Epoch 3/4... Discriminator Loss: 0.7726... Generator Loss: 1.5667 Epoch 3/4... Discriminator Loss: 1.2357... Generator Loss: 0.6172 Epoch 3/4... Discriminator Loss: 0.8587... Generator Loss: 1.0524 Epoch 3/4... Discriminator Loss: 0.7694... Generator Loss: 1.2449
Epoch 3/4... Discriminator Loss: 0.9230... Generator Loss: 0.9598 Epoch 3/4... Discriminator Loss: 0.6665... Generator Loss: 1.8197 Epoch 3/4... Discriminator Loss: 0.6935... Generator Loss: 1.8346 Epoch 3/4... Discriminator Loss: 0.8212... Generator Loss: 1.3993 Epoch 3/4... Discriminator Loss: 1.1437... Generator Loss: 0.7347 Epoch 3/4... Discriminator Loss: 0.8678... Generator Loss: 1.1064 Epoch 3/4... Discriminator Loss: 0.5319... Generator Loss: 2.2217 Epoch 3/4... Discriminator Loss: 0.9417... Generator Loss: 0.9295 Epoch 3/4... Discriminator Loss: 1.0068... Generator Loss: 0.8305 Epoch 3/4... Discriminator Loss: 0.9908... Generator Loss: 0.8333
Epoch 3/4... Discriminator Loss: 1.0130... Generator Loss: 0.8307 Epoch 3/4... Discriminator Loss: 1.1976... Generator Loss: 0.6757 Epoch 3/4... Discriminator Loss: 0.9192... Generator Loss: 1.0028 Epoch 3/4... Discriminator Loss: 1.8944... Generator Loss: 0.2867 Epoch 3/4... Discriminator Loss: 1.1454... Generator Loss: 0.7108 Epoch 3/4... Discriminator Loss: 1.2570... Generator Loss: 0.5839 Epoch 3/4... Discriminator Loss: 1.2652... Generator Loss: 0.6086 Epoch 3/4... Discriminator Loss: 0.9616... Generator Loss: 1.0449 Epoch 3/4... Discriminator Loss: 0.7683... Generator Loss: 1.3263 Epoch 3/4... Discriminator Loss: 1.3167... Generator Loss: 0.5219
Epoch 3/4... Discriminator Loss: 0.7758... Generator Loss: 1.2855 Epoch 3/4... Discriminator Loss: 1.5727... Generator Loss: 0.4047 Epoch 3/4... Discriminator Loss: 0.6017... Generator Loss: 2.2026 Epoch 3/4... Discriminator Loss: 1.3720... Generator Loss: 0.4944 Epoch 3/4... Discriminator Loss: 1.0454... Generator Loss: 0.8965 Epoch 3/4... Discriminator Loss: 0.8722... Generator Loss: 1.0301 Epoch 3/4... Discriminator Loss: 1.3117... Generator Loss: 0.5714 Epoch 3/4... Discriminator Loss: 1.1870... Generator Loss: 0.6594 Epoch 3/4... Discriminator Loss: 0.8235... Generator Loss: 1.2938 Epoch 3/4... Discriminator Loss: 0.9649... Generator Loss: 1.1351
Epoch 3/4... Discriminator Loss: 0.9654... Generator Loss: 0.8492 Epoch 3/4... Discriminator Loss: 0.6269... Generator Loss: 1.9327 Epoch 3/4... Discriminator Loss: 0.9206... Generator Loss: 0.9507 Epoch 3/4... Discriminator Loss: 0.9729... Generator Loss: 0.8778 Epoch 3/4... Discriminator Loss: 0.8921... Generator Loss: 1.2587 Epoch 3/4... Discriminator Loss: 0.8509... Generator Loss: 1.3760 Epoch 3/4... Discriminator Loss: 0.8209... Generator Loss: 1.3004 Epoch 3/4... Discriminator Loss: 1.3323... Generator Loss: 0.5245 Epoch 3/4... Discriminator Loss: 0.8211... Generator Loss: 1.2960 Epoch 3/4... Discriminator Loss: 0.9183... Generator Loss: 0.9767
Epoch 3/4... Discriminator Loss: 0.8820... Generator Loss: 1.3336 Epoch 3/4... Discriminator Loss: 1.1133... Generator Loss: 0.7666 Epoch 3/4... Discriminator Loss: 1.0446... Generator Loss: 0.9447 Epoch 3/4... Discriminator Loss: 0.8711... Generator Loss: 1.2275 Epoch 3/4... Discriminator Loss: 1.5495... Generator Loss: 0.4225 Epoch 3/4... Discriminator Loss: 0.9525... Generator Loss: 1.3475 Epoch 3/4... Discriminator Loss: 0.8195... Generator Loss: 2.5782 Epoch 3/4... Discriminator Loss: 1.6223... Generator Loss: 0.3698 Epoch 3/4... Discriminator Loss: 0.7682... Generator Loss: 1.9082 Epoch 3/4... Discriminator Loss: 1.0427... Generator Loss: 0.8237
Epoch 3/4... Discriminator Loss: 0.7399... Generator Loss: 1.4135 Epoch 3/4... Discriminator Loss: 1.1965... Generator Loss: 0.6699 Epoch 3/4... Discriminator Loss: 0.8664... Generator Loss: 2.2614 Epoch 3/4... Discriminator Loss: 0.9550... Generator Loss: 0.9552 Epoch 3/4... Discriminator Loss: 0.9134... Generator Loss: 1.1943 Epoch 3/4... Discriminator Loss: 0.9340... Generator Loss: 1.2067 Epoch 3/4... Discriminator Loss: 1.3399... Generator Loss: 0.5375 Epoch 3/4... Discriminator Loss: 0.6050... Generator Loss: 1.7320 Epoch 3/4... Discriminator Loss: 1.3426... Generator Loss: 0.5397 Epoch 3/4... Discriminator Loss: 1.4209... Generator Loss: 0.4552
Epoch 3/4... Discriminator Loss: 1.0365... Generator Loss: 0.7611 Epoch 3/4... Discriminator Loss: 1.2740... Generator Loss: 0.5844 Epoch 3/4... Discriminator Loss: 1.4686... Generator Loss: 0.4592 Epoch 3/4... Discriminator Loss: 0.7868... Generator Loss: 1.5558 Epoch 3/4... Discriminator Loss: 0.9699... Generator Loss: 1.0833 Epoch 3/4... Discriminator Loss: 0.9996... Generator Loss: 0.7880 Epoch 3/4... Discriminator Loss: 0.8594... Generator Loss: 1.1895 Epoch 3/4... Discriminator Loss: 0.9287... Generator Loss: 1.0070 Epoch 3/4... Discriminator Loss: 1.0974... Generator Loss: 0.7633 Epoch 3/4... Discriminator Loss: 0.7402... Generator Loss: 1.2791
Epoch 3/4... Discriminator Loss: 1.4749... Generator Loss: 0.5163 Epoch 3/4... Discriminator Loss: 0.6513... Generator Loss: 1.6415 Epoch 3/4... Discriminator Loss: 1.1831... Generator Loss: 0.6371 Epoch 3/4... Discriminator Loss: 0.7798... Generator Loss: 1.5108 Epoch 3/4... Discriminator Loss: 0.8091... Generator Loss: 1.1650 Epoch 3/4... Discriminator Loss: 1.0776... Generator Loss: 0.7578 Epoch 3/4... Discriminator Loss: 1.3112... Generator Loss: 0.6315 Epoch 3/4... Discriminator Loss: 0.8538... Generator Loss: 1.1206 Epoch 3/4... Discriminator Loss: 0.8949... Generator Loss: 1.1045 Epoch 3/4... Discriminator Loss: 0.9243... Generator Loss: 0.9994
Epoch 3/4... Discriminator Loss: 0.7915... Generator Loss: 1.1282 Epoch 3/4... Discriminator Loss: 0.9241... Generator Loss: 1.0501 Epoch 3/4... Discriminator Loss: 1.0984... Generator Loss: 0.7266 Epoch 3/4... Discriminator Loss: 0.9847... Generator Loss: 0.9436 Epoch 3/4... Discriminator Loss: 1.3814... Generator Loss: 0.5295 Epoch 3/4... Discriminator Loss: 0.8587... Generator Loss: 1.1296 Epoch 3/4... Discriminator Loss: 0.9593... Generator Loss: 1.0889 Epoch 3/4... Discriminator Loss: 1.5561... Generator Loss: 0.4152 Epoch 3/4... Discriminator Loss: 0.7465... Generator Loss: 2.0511 Epoch 3/4... Discriminator Loss: 1.0322... Generator Loss: 0.7896
Epoch 3/4... Discriminator Loss: 1.7803... Generator Loss: 0.3326 Epoch 3/4... Discriminator Loss: 1.0555... Generator Loss: 0.7805 Epoch 3/4... Discriminator Loss: 1.1650... Generator Loss: 0.6887 Epoch 3/4... Discriminator Loss: 1.0819... Generator Loss: 0.7375 Epoch 3/4... Discriminator Loss: 0.9841... Generator Loss: 1.3175 Epoch 3/4... Discriminator Loss: 0.6652... Generator Loss: 1.8391 Epoch 3/4... Discriminator Loss: 0.8563... Generator Loss: 1.0925 Epoch 3/4... Discriminator Loss: 0.9350... Generator Loss: 1.0225 Epoch 3/4... Discriminator Loss: 0.6667... Generator Loss: 1.5826 Epoch 3/4... Discriminator Loss: 0.6932... Generator Loss: 1.6211
Epoch 3/4... Discriminator Loss: 0.7565... Generator Loss: 1.3166 Epoch 3/4... Discriminator Loss: 0.7842... Generator Loss: 1.4253 Epoch 3/4... Discriminator Loss: 1.1079... Generator Loss: 0.6784 Epoch 3/4... Discriminator Loss: 0.8485... Generator Loss: 1.1011 Epoch 3/4... Discriminator Loss: 1.1348... Generator Loss: 0.8130 Epoch 3/4... Discriminator Loss: 0.9452... Generator Loss: 1.0595 Epoch 3/4... Discriminator Loss: 0.6360... Generator Loss: 1.7624 Epoch 3/4... Discriminator Loss: 0.9198... Generator Loss: 0.9190 Epoch 3/4... Discriminator Loss: 0.9166... Generator Loss: 1.3309 Epoch 3/4... Discriminator Loss: 1.3599... Generator Loss: 0.5157
Epoch 3/4... Discriminator Loss: 1.3605... Generator Loss: 0.5524 Epoch 3/4... Discriminator Loss: 0.9377... Generator Loss: 0.9480 Epoch 3/4... Discriminator Loss: 1.0557... Generator Loss: 0.7743 Epoch 3/4... Discriminator Loss: 0.8980... Generator Loss: 1.8277 Epoch 3/4... Discriminator Loss: 0.9363... Generator Loss: 0.9478 Epoch 3/4... Discriminator Loss: 0.8689... Generator Loss: 0.9890 Epoch 3/4... Discriminator Loss: 1.1885... Generator Loss: 0.6682 Epoch 3/4... Discriminator Loss: 1.4309... Generator Loss: 0.5242 Epoch 3/4... Discriminator Loss: 0.9795... Generator Loss: 0.8946 Epoch 3/4... Discriminator Loss: 1.1174... Generator Loss: 0.7714
Epoch 3/4... Discriminator Loss: 1.0308... Generator Loss: 0.8622 Epoch 3/4... Discriminator Loss: 1.0090... Generator Loss: 0.9119 Epoch 3/4... Discriminator Loss: 1.3980... Generator Loss: 0.5273 Epoch 3/4... Discriminator Loss: 0.6637... Generator Loss: 1.8063 Epoch 3/4... Discriminator Loss: 0.9916... Generator Loss: 0.8674 Epoch 3/4... Discriminator Loss: 1.7563... Generator Loss: 0.3267 Epoch 3/4... Discriminator Loss: 1.3641... Generator Loss: 0.5265 Epoch 3/4... Discriminator Loss: 0.7998... Generator Loss: 1.6699 Epoch 3/4... Discriminator Loss: 1.2273... Generator Loss: 0.6689 Epoch 3/4... Discriminator Loss: 0.6612... Generator Loss: 1.7620
Epoch 3/4... Discriminator Loss: 0.8972... Generator Loss: 1.0951 Epoch 3/4... Discriminator Loss: 0.7898... Generator Loss: 1.2346 Epoch 3/4... Discriminator Loss: 1.2115... Generator Loss: 0.6484 Epoch 3/4... Discriminator Loss: 0.6718... Generator Loss: 1.7908 Epoch 3/4... Discriminator Loss: 1.4713... Generator Loss: 0.4580 Epoch 3/4... Discriminator Loss: 1.1542... Generator Loss: 0.6946 Epoch 3/4... Discriminator Loss: 0.9263... Generator Loss: 0.9846 Epoch 3/4... Discriminator Loss: 0.8615... Generator Loss: 1.0900 Epoch 3/4... Discriminator Loss: 1.2154... Generator Loss: 2.7201 Epoch 3/4... Discriminator Loss: 0.7197... Generator Loss: 1.3672
Epoch 3/4... Discriminator Loss: 1.2350... Generator Loss: 0.6191 Epoch 3/4... Discriminator Loss: 0.8647... Generator Loss: 1.1363 Epoch 3/4... Discriminator Loss: 0.8468... Generator Loss: 1.3480 Epoch 3/4... Discriminator Loss: 1.1889... Generator Loss: 0.6543 Epoch 3/4... Discriminator Loss: 1.0452... Generator Loss: 0.7774 Epoch 3/4... Discriminator Loss: 0.9600... Generator Loss: 0.9042 Epoch 3/4... Discriminator Loss: 0.9331... Generator Loss: 0.9182 Epoch 3/4... Discriminator Loss: 0.6490... Generator Loss: 1.7658 Epoch 3/4... Discriminator Loss: 0.7632... Generator Loss: 1.3180 Epoch 3/4... Discriminator Loss: 0.7236... Generator Loss: 1.6082
Epoch 3/4... Discriminator Loss: 1.6749... Generator Loss: 0.3731 Epoch 3/4... Discriminator Loss: 1.6575... Generator Loss: 0.4039 Epoch 3/4... Discriminator Loss: 0.7560... Generator Loss: 1.3660 Epoch 3/4... Discriminator Loss: 0.6642... Generator Loss: 1.5002 Epoch 3/4... Discriminator Loss: 1.2427... Generator Loss: 0.5958 Epoch 3/4... Discriminator Loss: 1.0340... Generator Loss: 0.8037 Epoch 3/4... Discriminator Loss: 0.9828... Generator Loss: 0.8972 Epoch 3/4... Discriminator Loss: 1.2085... Generator Loss: 0.6780 Epoch 3/4... Discriminator Loss: 0.7799... Generator Loss: 1.3352 Epoch 3/4... Discriminator Loss: 0.8662... Generator Loss: 1.1600
Epoch 3/4... Discriminator Loss: 1.2029... Generator Loss: 0.6644 Epoch 3/4... Discriminator Loss: 0.8067... Generator Loss: 1.2659 Epoch 3/4... Discriminator Loss: 0.7303... Generator Loss: 2.2081 Epoch 3/4... Discriminator Loss: 1.2265... Generator Loss: 0.6400 Epoch 3/4... Discriminator Loss: 1.6071... Generator Loss: 0.3992 Epoch 3/4... Discriminator Loss: 0.9889... Generator Loss: 0.7968 Epoch 3/4... Discriminator Loss: 0.9908... Generator Loss: 0.8726 Epoch 3/4... Discriminator Loss: 1.0980... Generator Loss: 0.7300 Epoch 3/4... Discriminator Loss: 0.7834... Generator Loss: 1.4911 Epoch 3/4... Discriminator Loss: 1.1801... Generator Loss: 0.7160
Epoch 3/4... Discriminator Loss: 1.2586... Generator Loss: 0.6413 Epoch 3/4... Discriminator Loss: 0.8249... Generator Loss: 1.6041 Epoch 3/4... Discriminator Loss: 0.7904... Generator Loss: 1.2187 Epoch 3/4... Discriminator Loss: 0.9366... Generator Loss: 1.0643 Epoch 3/4... Discriminator Loss: 0.9412... Generator Loss: 1.1323 Epoch 3/4... Discriminator Loss: 1.3757... Generator Loss: 0.4947 Epoch 3/4... Discriminator Loss: 0.9199... Generator Loss: 2.5678 Epoch 3/4... Discriminator Loss: 1.0236... Generator Loss: 1.9156 Epoch 3/4... Discriminator Loss: 0.8923... Generator Loss: 1.1954 Epoch 3/4... Discriminator Loss: 0.5866... Generator Loss: 2.0011
Epoch 3/4... Discriminator Loss: 1.2117... Generator Loss: 0.6474 Epoch 3/4... Discriminator Loss: 0.8845... Generator Loss: 0.9639 Epoch 3/4... Discriminator Loss: 1.3506... Generator Loss: 0.5015 Epoch 3/4... Discriminator Loss: 0.9425... Generator Loss: 1.1137 Epoch 3/4... Discriminator Loss: 0.9542... Generator Loss: 1.6268 Epoch 3/4... Discriminator Loss: 1.0023... Generator Loss: 0.8548 Epoch 3/4... Discriminator Loss: 1.6338... Generator Loss: 0.3923 Epoch 3/4... Discriminator Loss: 0.8490... Generator Loss: 1.3608 Epoch 3/4... Discriminator Loss: 0.8660... Generator Loss: 1.0129 Epoch 3/4... Discriminator Loss: 1.0469... Generator Loss: 0.7669
Epoch 3/4... Discriminator Loss: 0.7021... Generator Loss: 1.9298 Epoch 3/4... Discriminator Loss: 0.7981... Generator Loss: 1.5586 Epoch 3/4... Discriminator Loss: 1.1941... Generator Loss: 0.6474 Epoch 3/4... Discriminator Loss: 0.8867... Generator Loss: 1.0984 Epoch 3/4... Discriminator Loss: 0.8356... Generator Loss: 1.7299 Epoch 3/4... Discriminator Loss: 1.2932... Generator Loss: 0.5875 Epoch 3/4... Discriminator Loss: 0.7195... Generator Loss: 2.0101 Epoch 3/4... Discriminator Loss: 1.2520... Generator Loss: 0.5871 Epoch 3/4... Discriminator Loss: 0.6300... Generator Loss: 1.7088 Epoch 3/4... Discriminator Loss: 0.6021... Generator Loss: 2.1672
Epoch 3/4... Discriminator Loss: 1.3339... Generator Loss: 0.5101 Epoch 3/4... Discriminator Loss: 1.0590... Generator Loss: 0.9537 Epoch 3/4... Discriminator Loss: 0.8406... Generator Loss: 1.0534 Epoch 3/4... Discriminator Loss: 1.0439... Generator Loss: 0.8009 Epoch 3/4... Discriminator Loss: 0.8956... Generator Loss: 1.0142 Epoch 3/4... Discriminator Loss: 1.1013... Generator Loss: 0.6946 Epoch 3/4... Discriminator Loss: 1.3129... Generator Loss: 0.5609 Epoch 3/4... Discriminator Loss: 1.7541... Generator Loss: 0.3446 Epoch 3/4... Discriminator Loss: 0.9825... Generator Loss: 1.0011 Epoch 3/4... Discriminator Loss: 0.9236... Generator Loss: 1.0338
Epoch 3/4... Discriminator Loss: 0.6086... Generator Loss: 1.8102 Epoch 3/4... Discriminator Loss: 1.0346... Generator Loss: 0.8153 Epoch 3/4... Discriminator Loss: 1.3159... Generator Loss: 0.5494 Epoch 3/4... Discriminator Loss: 1.0095... Generator Loss: 0.8717 Epoch 3/4... Discriminator Loss: 1.0113... Generator Loss: 0.9915 Epoch 3/4... Discriminator Loss: 0.7277... Generator Loss: 1.4612 Epoch 3/4... Discriminator Loss: 1.5779... Generator Loss: 0.4213 Epoch 3/4... Discriminator Loss: 0.8022... Generator Loss: 1.6521 Epoch 3/4... Discriminator Loss: 0.9005... Generator Loss: 0.9530 Epoch 3/4... Discriminator Loss: 0.9864... Generator Loss: 0.9024
Epoch 3/4... Discriminator Loss: 1.0831... Generator Loss: 0.7513 Epoch 3/4... Discriminator Loss: 1.0867... Generator Loss: 0.7336 Epoch 3/4... Discriminator Loss: 1.0383... Generator Loss: 0.8134 Epoch 3/4... Discriminator Loss: 0.8161... Generator Loss: 1.2671 Epoch 3/4... Discriminator Loss: 1.4351... Generator Loss: 0.4639 Epoch 3/4... Discriminator Loss: 0.9368... Generator Loss: 0.9884 Epoch 3/4... Discriminator Loss: 0.8372... Generator Loss: 1.2293 Epoch 3/4... Discriminator Loss: 0.9772... Generator Loss: 1.1366 Epoch 3/4... Discriminator Loss: 1.4396... Generator Loss: 0.5876 Epoch 4/4... Discriminator Loss: 0.9290... Generator Loss: 1.0532
Epoch 4/4... Discriminator Loss: 1.1721... Generator Loss: 0.6385 Epoch 4/4... Discriminator Loss: 1.4744... Generator Loss: 0.5497 Epoch 4/4... Discriminator Loss: 1.5243... Generator Loss: 0.4749 Epoch 4/4... Discriminator Loss: 1.0886... Generator Loss: 0.7048 Epoch 4/4... Discriminator Loss: 0.8447... Generator Loss: 1.2928 Epoch 4/4... Discriminator Loss: 1.1952... Generator Loss: 0.7789 Epoch 4/4... Discriminator Loss: 0.9101... Generator Loss: 1.0623 Epoch 4/4... Discriminator Loss: 1.3214... Generator Loss: 0.5336 Epoch 4/4... Discriminator Loss: 0.8227... Generator Loss: 1.2021 Epoch 4/4... Discriminator Loss: 1.2128... Generator Loss: 0.6854
Epoch 4/4... Discriminator Loss: 1.3076... Generator Loss: 0.5685 Epoch 4/4... Discriminator Loss: 0.7177... Generator Loss: 1.4886 Epoch 4/4... Discriminator Loss: 0.5901... Generator Loss: 1.7059 Epoch 4/4... Discriminator Loss: 1.0077... Generator Loss: 1.0437 Epoch 4/4... Discriminator Loss: 0.8733... Generator Loss: 1.0438 Epoch 4/4... Discriminator Loss: 0.6342... Generator Loss: 1.7416 Epoch 4/4... Discriminator Loss: 1.5463... Generator Loss: 0.4382 Epoch 4/4... Discriminator Loss: 0.8471... Generator Loss: 1.1459 Epoch 4/4... Discriminator Loss: 1.4475... Generator Loss: 0.4629 Epoch 4/4... Discriminator Loss: 1.4025... Generator Loss: 0.4915
Epoch 4/4... Discriminator Loss: 1.1442... Generator Loss: 0.6839 Epoch 4/4... Discriminator Loss: 0.9853... Generator Loss: 0.9724 Epoch 4/4... Discriminator Loss: 0.7860... Generator Loss: 1.5125 Epoch 4/4... Discriminator Loss: 1.1660... Generator Loss: 0.6743 Epoch 4/4... Discriminator Loss: 0.9040... Generator Loss: 0.9473 Epoch 4/4... Discriminator Loss: 0.8764... Generator Loss: 1.0013 Epoch 4/4... Discriminator Loss: 1.2010... Generator Loss: 0.6665 Epoch 4/4... Discriminator Loss: 0.6910... Generator Loss: 1.5649 Epoch 4/4... Discriminator Loss: 0.7816... Generator Loss: 1.1684 Epoch 4/4... Discriminator Loss: 1.2151... Generator Loss: 0.6212
Epoch 4/4... Discriminator Loss: 1.2198... Generator Loss: 0.5920 Epoch 4/4... Discriminator Loss: 1.3793... Generator Loss: 0.4943 Epoch 4/4... Discriminator Loss: 0.8966... Generator Loss: 2.2006 Epoch 4/4... Discriminator Loss: 0.8444... Generator Loss: 1.1549 Epoch 4/4... Discriminator Loss: 0.9293... Generator Loss: 1.0071 Epoch 4/4... Discriminator Loss: 0.7080... Generator Loss: 1.5155 Epoch 4/4... Discriminator Loss: 1.4892... Generator Loss: 0.4317 Epoch 4/4... Discriminator Loss: 1.0232... Generator Loss: 1.0576 Epoch 4/4... Discriminator Loss: 0.8202... Generator Loss: 1.2199 Epoch 4/4... Discriminator Loss: 0.9243... Generator Loss: 0.9003
Epoch 4/4... Discriminator Loss: 0.8025... Generator Loss: 1.6227 Epoch 4/4... Discriminator Loss: 0.8662... Generator Loss: 1.9598 Epoch 4/4... Discriminator Loss: 0.8612... Generator Loss: 1.2022 Epoch 4/4... Discriminator Loss: 1.0281... Generator Loss: 0.8862 Epoch 4/4... Discriminator Loss: 0.8957... Generator Loss: 1.0183 Epoch 4/4... Discriminator Loss: 0.8403... Generator Loss: 1.3683 Epoch 4/4... Discriminator Loss: 1.1078... Generator Loss: 0.6801 Epoch 4/4... Discriminator Loss: 0.7678... Generator Loss: 1.6772 Epoch 4/4... Discriminator Loss: 1.1269... Generator Loss: 0.7939 Epoch 4/4... Discriminator Loss: 1.0805... Generator Loss: 0.7679
Epoch 4/4... Discriminator Loss: 0.9325... Generator Loss: 1.3083 Epoch 4/4... Discriminator Loss: 1.3007... Generator Loss: 0.5611 Epoch 4/4... Discriminator Loss: 0.9061... Generator Loss: 0.9904 Epoch 4/4... Discriminator Loss: 0.8140... Generator Loss: 1.1738 Epoch 4/4... Discriminator Loss: 0.7548... Generator Loss: 1.4524 Epoch 4/4... Discriminator Loss: 1.0126... Generator Loss: 0.9321 Epoch 4/4... Discriminator Loss: 1.0358... Generator Loss: 0.7591 Epoch 4/4... Discriminator Loss: 1.2505... Generator Loss: 2.4069 Epoch 4/4... Discriminator Loss: 0.8834... Generator Loss: 1.6120 Epoch 4/4... Discriminator Loss: 1.4693... Generator Loss: 0.4762
Epoch 4/4... Discriminator Loss: 0.9678... Generator Loss: 0.9553 Epoch 4/4... Discriminator Loss: 1.2329... Generator Loss: 0.5756 Epoch 4/4... Discriminator Loss: 0.8491... Generator Loss: 1.7874 Epoch 4/4... Discriminator Loss: 1.0079... Generator Loss: 0.9758 Epoch 4/4... Discriminator Loss: 0.7226... Generator Loss: 1.3515 Epoch 4/4... Discriminator Loss: 1.2082... Generator Loss: 0.6385 Epoch 4/4... Discriminator Loss: 1.1418... Generator Loss: 0.7456 Epoch 4/4... Discriminator Loss: 0.8090... Generator Loss: 1.2232 Epoch 4/4... Discriminator Loss: 0.9368... Generator Loss: 0.9139 Epoch 4/4... Discriminator Loss: 1.7889... Generator Loss: 0.3252
Epoch 4/4... Discriminator Loss: 1.0761... Generator Loss: 0.9869 Epoch 4/4... Discriminator Loss: 1.4332... Generator Loss: 0.4646 Epoch 4/4... Discriminator Loss: 0.7464... Generator Loss: 1.2096 Epoch 4/4... Discriminator Loss: 0.8497... Generator Loss: 1.1555 Epoch 4/4... Discriminator Loss: 1.1226... Generator Loss: 0.7186 Epoch 4/4... Discriminator Loss: 1.1502... Generator Loss: 0.6727 Epoch 4/4... Discriminator Loss: 1.1634... Generator Loss: 0.6488 Epoch 4/4... Discriminator Loss: 0.8909... Generator Loss: 0.9889 Epoch 4/4... Discriminator Loss: 0.6540... Generator Loss: 1.5415 Epoch 4/4... Discriminator Loss: 1.2058... Generator Loss: 0.6505
Epoch 4/4... Discriminator Loss: 0.6994... Generator Loss: 1.3770 Epoch 4/4... Discriminator Loss: 1.1645... Generator Loss: 0.6361 Epoch 4/4... Discriminator Loss: 0.8962... Generator Loss: 0.9719 Epoch 4/4... Discriminator Loss: 1.6554... Generator Loss: 0.4374 Epoch 4/4... Discriminator Loss: 0.7559... Generator Loss: 1.5103 Epoch 4/4... Discriminator Loss: 0.8445... Generator Loss: 1.1583 Epoch 4/4... Discriminator Loss: 0.9088... Generator Loss: 1.1023 Epoch 4/4... Discriminator Loss: 0.8128... Generator Loss: 1.1334 Epoch 4/4... Discriminator Loss: 1.0295... Generator Loss: 0.8382 Epoch 4/4... Discriminator Loss: 1.9032... Generator Loss: 0.2752
Epoch 4/4... Discriminator Loss: 1.2095... Generator Loss: 0.5971 Epoch 4/4... Discriminator Loss: 1.1202... Generator Loss: 0.6964 Epoch 4/4... Discriminator Loss: 0.8637... Generator Loss: 1.1955 Epoch 4/4... Discriminator Loss: 1.1135... Generator Loss: 0.6877 Epoch 4/4... Discriminator Loss: 0.8902... Generator Loss: 0.9900 Epoch 4/4... Discriminator Loss: 1.3525... Generator Loss: 0.5481 Epoch 4/4... Discriminator Loss: 0.9962... Generator Loss: 0.9078 Epoch 4/4... Discriminator Loss: 0.8578... Generator Loss: 1.1346 Epoch 4/4... Discriminator Loss: 1.0615... Generator Loss: 0.8080 Epoch 4/4... Discriminator Loss: 1.0075... Generator Loss: 0.8320
Epoch 4/4... Discriminator Loss: 1.3560... Generator Loss: 0.4940 Epoch 4/4... Discriminator Loss: 0.8541... Generator Loss: 1.0334 Epoch 4/4... Discriminator Loss: 0.9863... Generator Loss: 0.8507 Epoch 4/4... Discriminator Loss: 1.1187... Generator Loss: 0.6730 Epoch 4/4... Discriminator Loss: 1.4771... Generator Loss: 0.4795 Epoch 4/4... Discriminator Loss: 0.8408... Generator Loss: 1.1126 Epoch 4/4... Discriminator Loss: 0.8162... Generator Loss: 1.2870 Epoch 4/4... Discriminator Loss: 0.6946... Generator Loss: 1.4070 Epoch 4/4... Discriminator Loss: 0.7518... Generator Loss: 1.6905 Epoch 4/4... Discriminator Loss: 1.4143... Generator Loss: 0.4880
Epoch 4/4... Discriminator Loss: 0.7149... Generator Loss: 1.3811 Epoch 4/4... Discriminator Loss: 0.8893... Generator Loss: 1.4738 Epoch 4/4... Discriminator Loss: 0.7767... Generator Loss: 1.5719 Epoch 4/4... Discriminator Loss: 0.9382... Generator Loss: 0.9701 Epoch 4/4... Discriminator Loss: 1.4292... Generator Loss: 0.4878 Epoch 4/4... Discriminator Loss: 1.1303... Generator Loss: 0.7012 Epoch 4/4... Discriminator Loss: 1.0105... Generator Loss: 0.8876 Epoch 4/4... Discriminator Loss: 0.8443... Generator Loss: 1.0638 Epoch 4/4... Discriminator Loss: 0.7937... Generator Loss: 1.2016 Epoch 4/4... Discriminator Loss: 0.7822... Generator Loss: 1.2427
Epoch 4/4... Discriminator Loss: 0.9642... Generator Loss: 0.9411 Epoch 4/4... Discriminator Loss: 0.6990... Generator Loss: 1.7017 Epoch 4/4... Discriminator Loss: 0.9076... Generator Loss: 0.9181 Epoch 4/4... Discriminator Loss: 0.7663... Generator Loss: 1.2040 Epoch 4/4... Discriminator Loss: 0.7327... Generator Loss: 1.4902 Epoch 4/4... Discriminator Loss: 0.8420... Generator Loss: 1.0953 Epoch 4/4... Discriminator Loss: 0.8143... Generator Loss: 1.2644 Epoch 4/4... Discriminator Loss: 0.8940... Generator Loss: 1.0695 Epoch 4/4... Discriminator Loss: 2.0918... Generator Loss: 0.2961 Epoch 4/4... Discriminator Loss: 1.4223... Generator Loss: 0.5354
Epoch 4/4... Discriminator Loss: 1.1960... Generator Loss: 0.7752 Epoch 4/4... Discriminator Loss: 0.8592... Generator Loss: 1.1485 Epoch 4/4... Discriminator Loss: 0.9895... Generator Loss: 0.9084 Epoch 4/4... Discriminator Loss: 0.9349... Generator Loss: 1.2646 Epoch 4/4... Discriminator Loss: 0.8481... Generator Loss: 1.4463 Epoch 4/4... Discriminator Loss: 1.3340... Generator Loss: 0.5405 Epoch 4/4... Discriminator Loss: 1.6826... Generator Loss: 0.3554 Epoch 4/4... Discriminator Loss: 1.1462... Generator Loss: 0.7279 Epoch 4/4... Discriminator Loss: 1.9902... Generator Loss: 0.2651 Epoch 4/4... Discriminator Loss: 0.8619... Generator Loss: 1.1803
Epoch 4/4... Discriminator Loss: 1.0201... Generator Loss: 1.1343 Epoch 4/4... Discriminator Loss: 1.7740... Generator Loss: 0.3231 Epoch 4/4... Discriminator Loss: 1.2763... Generator Loss: 0.5642 Epoch 4/4... Discriminator Loss: 0.7587... Generator Loss: 1.3126 Epoch 4/4... Discriminator Loss: 1.4299... Generator Loss: 0.4847 Epoch 4/4... Discriminator Loss: 1.0221... Generator Loss: 0.8930 Epoch 4/4... Discriminator Loss: 0.7975... Generator Loss: 1.4825 Epoch 4/4... Discriminator Loss: 0.9380... Generator Loss: 0.9352 Epoch 4/4... Discriminator Loss: 1.1338... Generator Loss: 0.6812 Epoch 4/4... Discriminator Loss: 0.8180... Generator Loss: 1.0837
Epoch 4/4... Discriminator Loss: 1.2970... Generator Loss: 0.6158 Epoch 4/4... Discriminator Loss: 1.2207... Generator Loss: 0.6517 Epoch 4/4... Discriminator Loss: 0.6984... Generator Loss: 1.5128 Epoch 4/4... Discriminator Loss: 0.7495... Generator Loss: 2.4163 Epoch 4/4... Discriminator Loss: 0.7169... Generator Loss: 1.3099 Epoch 4/4... Discriminator Loss: 0.9080... Generator Loss: 0.9682 Epoch 4/4... Discriminator Loss: 1.0402... Generator Loss: 2.1002 Epoch 4/4... Discriminator Loss: 0.6480... Generator Loss: 1.6405 Epoch 4/4... Discriminator Loss: 0.9907... Generator Loss: 0.8940 Epoch 4/4... Discriminator Loss: 0.8768... Generator Loss: 1.0744
Epoch 4/4... Discriminator Loss: 1.0518... Generator Loss: 0.7588 Epoch 4/4... Discriminator Loss: 0.6107... Generator Loss: 1.6563 Epoch 4/4... Discriminator Loss: 0.9586... Generator Loss: 0.8939 Epoch 4/4... Discriminator Loss: 0.5804... Generator Loss: 1.9147 Epoch 4/4... Discriminator Loss: 0.9495... Generator Loss: 1.0345 Epoch 4/4... Discriminator Loss: 1.7536... Generator Loss: 0.3513 Epoch 4/4... Discriminator Loss: 0.8927... Generator Loss: 1.0675 Epoch 4/4... Discriminator Loss: 0.6208... Generator Loss: 1.6589 Epoch 4/4... Discriminator Loss: 0.9424... Generator Loss: 1.0306 Epoch 4/4... Discriminator Loss: 0.9434... Generator Loss: 1.0918
Epoch 4/4... Discriminator Loss: 1.3946... Generator Loss: 0.5328 Epoch 4/4... Discriminator Loss: 0.8069... Generator Loss: 1.3237 Epoch 4/4... Discriminator Loss: 1.4079... Generator Loss: 0.5153 Epoch 4/4... Discriminator Loss: 0.7687... Generator Loss: 1.8243 Epoch 4/4... Discriminator Loss: 0.7452... Generator Loss: 1.3183 Epoch 4/4... Discriminator Loss: 0.9454... Generator Loss: 2.3698 Epoch 4/4... Discriminator Loss: 0.9152... Generator Loss: 0.9365 Epoch 4/4... Discriminator Loss: 0.7686... Generator Loss: 1.6590 Epoch 4/4... Discriminator Loss: 0.7655... Generator Loss: 1.3454 Epoch 4/4... Discriminator Loss: 0.8096... Generator Loss: 1.9306
Epoch 4/4... Discriminator Loss: 1.1589... Generator Loss: 0.6587 Epoch 4/4... Discriminator Loss: 1.0942... Generator Loss: 0.7381 Epoch 4/4... Discriminator Loss: 0.9743... Generator Loss: 0.9522 Epoch 4/4... Discriminator Loss: 1.1294... Generator Loss: 0.7241 Epoch 4/4... Discriminator Loss: 0.7501... Generator Loss: 1.3287 Epoch 4/4... Discriminator Loss: 1.0857... Generator Loss: 0.9614 Epoch 4/4... Discriminator Loss: 0.6495... Generator Loss: 1.5747 Epoch 4/4... Discriminator Loss: 1.0136... Generator Loss: 0.7963 Epoch 4/4... Discriminator Loss: 0.7769... Generator Loss: 1.3266 Epoch 4/4... Discriminator Loss: 1.0580... Generator Loss: 0.7748
Epoch 4/4... Discriminator Loss: 1.5613... Generator Loss: 0.3934 Epoch 4/4... Discriminator Loss: 0.9697... Generator Loss: 0.9769 Epoch 4/4... Discriminator Loss: 0.9042... Generator Loss: 0.9991 Epoch 4/4... Discriminator Loss: 1.2010... Generator Loss: 0.6272 Epoch 4/4... Discriminator Loss: 1.3147... Generator Loss: 0.5188 Epoch 4/4... Discriminator Loss: 1.3125... Generator Loss: 0.5776 Epoch 4/4... Discriminator Loss: 1.0194... Generator Loss: 0.8190 Epoch 4/4... Discriminator Loss: 1.0847... Generator Loss: 0.7661 Epoch 4/4... Discriminator Loss: 0.9333... Generator Loss: 1.0887 Epoch 4/4... Discriminator Loss: 1.0023... Generator Loss: 0.9417
Epoch 4/4... Discriminator Loss: 1.1970... Generator Loss: 0.6720 Epoch 4/4... Discriminator Loss: 0.8230... Generator Loss: 1.6750 Epoch 4/4... Discriminator Loss: 1.4598... Generator Loss: 0.4479 Epoch 4/4... Discriminator Loss: 0.6619... Generator Loss: 1.9176 Epoch 4/4... Discriminator Loss: 1.0075... Generator Loss: 0.9556 Epoch 4/4... Discriminator Loss: 0.8333... Generator Loss: 1.1269 Epoch 4/4... Discriminator Loss: 0.8966... Generator Loss: 1.2043 Epoch 4/4... Discriminator Loss: 1.0058... Generator Loss: 1.1913 Epoch 4/4... Discriminator Loss: 1.2096... Generator Loss: 0.6986 Epoch 4/4... Discriminator Loss: 1.0125... Generator Loss: 0.8059
Epoch 4/4... Discriminator Loss: 0.9809... Generator Loss: 0.9064 Epoch 4/4... Discriminator Loss: 0.6059... Generator Loss: 1.9237 Epoch 4/4... Discriminator Loss: 0.8104... Generator Loss: 1.5496 Epoch 4/4... Discriminator Loss: 0.8237... Generator Loss: 1.1792 Epoch 4/4... Discriminator Loss: 1.2045... Generator Loss: 0.6359 Epoch 4/4... Discriminator Loss: 1.0053... Generator Loss: 1.0427 Epoch 4/4... Discriminator Loss: 1.1810... Generator Loss: 0.7020 Epoch 4/4... Discriminator Loss: 0.7227... Generator Loss: 1.5443 Epoch 4/4... Discriminator Loss: 0.5567... Generator Loss: 2.1189 Epoch 4/4... Discriminator Loss: 1.1379... Generator Loss: 0.7386
Epoch 4/4... Discriminator Loss: 1.2000... Generator Loss: 0.6843 Epoch 4/4... Discriminator Loss: 0.8705... Generator Loss: 1.7788 Epoch 4/4... Discriminator Loss: 0.7823... Generator Loss: 1.2186 Epoch 4/4... Discriminator Loss: 1.1560... Generator Loss: 0.6798 Epoch 4/4... Discriminator Loss: 0.6188... Generator Loss: 1.8466 Epoch 4/4... Discriminator Loss: 1.0023... Generator Loss: 0.8165 Epoch 4/4... Discriminator Loss: 1.3959... Generator Loss: 0.5074 Epoch 4/4... Discriminator Loss: 1.4434... Generator Loss: 0.5066 Epoch 4/4... Discriminator Loss: 1.0883... Generator Loss: 1.8685 Epoch 4/4... Discriminator Loss: 0.8264... Generator Loss: 1.1953
Epoch 4/4... Discriminator Loss: 1.0740... Generator Loss: 0.8006 Epoch 4/4... Discriminator Loss: 1.5764... Generator Loss: 0.4284 Epoch 4/4... Discriminator Loss: 0.9240... Generator Loss: 1.0995 Epoch 4/4... Discriminator Loss: 0.8183... Generator Loss: 1.3621 Epoch 4/4... Discriminator Loss: 1.1919... Generator Loss: 0.6261 Epoch 4/4... Discriminator Loss: 0.8667... Generator Loss: 1.0648 Epoch 4/4... Discriminator Loss: 0.7972... Generator Loss: 1.2223 Epoch 4/4... Discriminator Loss: 0.9320... Generator Loss: 0.9534 Epoch 4/4... Discriminator Loss: 0.6309... Generator Loss: 1.7182 Epoch 4/4... Discriminator Loss: 0.8193... Generator Loss: 1.2468
Epoch 4/4... Discriminator Loss: 0.7570... Generator Loss: 1.2083 Epoch 4/4... Discriminator Loss: 0.9954... Generator Loss: 0.8934 Epoch 4/4... Discriminator Loss: 0.9579... Generator Loss: 0.9781 Epoch 4/4... Discriminator Loss: 0.8448... Generator Loss: 1.1474 Epoch 4/4... Discriminator Loss: 0.8020... Generator Loss: 1.2580 Epoch 4/4... Discriminator Loss: 1.1043... Generator Loss: 0.7201 Epoch 4/4... Discriminator Loss: 0.6167... Generator Loss: 1.5852 Epoch 4/4... Discriminator Loss: 1.0687... Generator Loss: 0.7646 Epoch 4/4... Discriminator Loss: 1.1524... Generator Loss: 0.7257 Epoch 4/4... Discriminator Loss: 0.9689... Generator Loss: 0.9559
Epoch 4/4... Discriminator Loss: 0.9033... Generator Loss: 1.0204 Epoch 4/4... Discriminator Loss: 0.8510... Generator Loss: 1.4033 Epoch 4/4... Discriminator Loss: 0.8836... Generator Loss: 1.1627 Epoch 4/4... Discriminator Loss: 0.7565... Generator Loss: 1.5740 Epoch 4/4... Discriminator Loss: 0.6085... Generator Loss: 1.9994 Epoch 4/4... Discriminator Loss: 1.5689... Generator Loss: 0.4618 Epoch 4/4... Discriminator Loss: 0.7072... Generator Loss: 1.7282 Epoch 4/4... Discriminator Loss: 0.8775... Generator Loss: 1.1175 Epoch 4/4... Discriminator Loss: 0.6710... Generator Loss: 1.4961 Epoch 4/4... Discriminator Loss: 0.7552... Generator Loss: 1.3737
Epoch 4/4... Discriminator Loss: 1.3001... Generator Loss: 0.5834 Epoch 4/4... Discriminator Loss: 1.0103... Generator Loss: 0.8577 Epoch 4/4... Discriminator Loss: 1.1290... Generator Loss: 0.7208 Epoch 4/4... Discriminator Loss: 1.0438... Generator Loss: 0.7892 Epoch 4/4... Discriminator Loss: 0.9237... Generator Loss: 1.0375 Epoch 4/4... Discriminator Loss: 1.0300... Generator Loss: 0.8076 Epoch 4/4... Discriminator Loss: 1.1839... Generator Loss: 0.6563 Epoch 4/4... Discriminator Loss: 0.5265... Generator Loss: 2.3966 Epoch 4/4... Discriminator Loss: 1.0728... Generator Loss: 0.7892 Epoch 4/4... Discriminator Loss: 0.8514... Generator Loss: 1.0786
Epoch 4/4... Discriminator Loss: 0.9203... Generator Loss: 0.9946 Epoch 4/4... Discriminator Loss: 0.9330... Generator Loss: 1.0157 Epoch 4/4... Discriminator Loss: 1.6349... Generator Loss: 0.3689 Epoch 4/4... Discriminator Loss: 0.8927... Generator Loss: 1.2221 Epoch 4/4... Discriminator Loss: 1.7562... Generator Loss: 0.3202 Epoch 4/4... Discriminator Loss: 0.7144... Generator Loss: 1.9818 Epoch 4/4... Discriminator Loss: 1.2832... Generator Loss: 0.5365 Epoch 4/4... Discriminator Loss: 0.8693... Generator Loss: 1.0930 Epoch 4/4... Discriminator Loss: 1.1974... Generator Loss: 0.6496 Epoch 4/4... Discriminator Loss: 0.8302... Generator Loss: 1.2636
Epoch 4/4... Discriminator Loss: 0.8430... Generator Loss: 1.1574 Epoch 4/4... Discriminator Loss: 0.7835... Generator Loss: 1.1743 Epoch 4/4... Discriminator Loss: 1.8323... Generator Loss: 0.3145 Epoch 4/4... Discriminator Loss: 1.0528... Generator Loss: 0.7968 Epoch 4/4... Discriminator Loss: 1.1900... Generator Loss: 0.7152 Epoch 4/4... Discriminator Loss: 0.8433... Generator Loss: 1.3430 Epoch 4/4... Discriminator Loss: 0.6900... Generator Loss: 1.9043 Epoch 4/4... Discriminator Loss: 1.3815... Generator Loss: 0.5003 Epoch 4/4... Discriminator Loss: 1.1382... Generator Loss: 0.6763 Epoch 4/4... Discriminator Loss: 0.8749... Generator Loss: 1.1584
Epoch 4/4... Discriminator Loss: 1.2251... Generator Loss: 0.6270 Epoch 4/4... Discriminator Loss: 1.1734... Generator Loss: 0.6625 Epoch 4/4... Discriminator Loss: 0.8747... Generator Loss: 1.0756 Epoch 4/4... Discriminator Loss: 0.8886... Generator Loss: 1.1652 Epoch 4/4... Discriminator Loss: 1.0152... Generator Loss: 1.9845 Epoch 4/4... Discriminator Loss: 1.0131... Generator Loss: 0.8299 Epoch 4/4... Discriminator Loss: 1.2038... Generator Loss: 0.8089 Epoch 4/4... Discriminator Loss: 1.0770... Generator Loss: 0.7582 Epoch 4/4... Discriminator Loss: 1.3049... Generator Loss: 0.6257 Epoch 4/4... Discriminator Loss: 1.2114... Generator Loss: 0.6605
Epoch 4/4... Discriminator Loss: 0.9449... Generator Loss: 0.9398 Epoch 4/4... Discriminator Loss: 0.9848... Generator Loss: 0.9462 Epoch 4/4... Discriminator Loss: 0.7533... Generator Loss: 1.4239 Epoch 4/4... Discriminator Loss: 0.7762... Generator Loss: 1.2216 Epoch 4/4... Discriminator Loss: 0.6664... Generator Loss: 1.7079 Epoch 4/4... Discriminator Loss: 1.1627... Generator Loss: 0.6625 Epoch 4/4... Discriminator Loss: 1.0885... Generator Loss: 0.9111 Epoch 4/4... Discriminator Loss: 0.8920... Generator Loss: 1.0223 Epoch 4/4... Discriminator Loss: 1.4107... Generator Loss: 0.4889 Epoch 4/4... Discriminator Loss: 0.9131... Generator Loss: 1.0016
Epoch 4/4... Discriminator Loss: 0.8971... Generator Loss: 1.0564 Epoch 4/4... Discriminator Loss: 0.7728... Generator Loss: 1.5871 Epoch 4/4... Discriminator Loss: 1.0791... Generator Loss: 1.0097 Epoch 4/4... Discriminator Loss: 0.9523... Generator Loss: 0.9246 Epoch 4/4... Discriminator Loss: 0.9767... Generator Loss: 1.4179 Epoch 4/4... Discriminator Loss: 1.0783... Generator Loss: 0.7724 Epoch 4/4... Discriminator Loss: 1.0944... Generator Loss: 0.8161 Epoch 4/4... Discriminator Loss: 0.9502... Generator Loss: 0.9186 Epoch 4/4... Discriminator Loss: 1.2571... Generator Loss: 0.6237 Epoch 4/4... Discriminator Loss: 1.0793... Generator Loss: 0.8748
Epoch 4/4... Discriminator Loss: 0.7677... Generator Loss: 1.4124 Epoch 4/4... Discriminator Loss: 0.8544... Generator Loss: 1.4143 Epoch 4/4... Discriminator Loss: 0.6815... Generator Loss: 1.6006 Epoch 4/4... Discriminator Loss: 0.7377... Generator Loss: 1.5610 Epoch 4/4... Discriminator Loss: 0.8533... Generator Loss: 1.1588 Epoch 4/4... Discriminator Loss: 1.5116... Generator Loss: 0.5069 Epoch 4/4... Discriminator Loss: 1.1240... Generator Loss: 0.7472 Epoch 4/4... Discriminator Loss: 0.8808... Generator Loss: 0.9932 Epoch 4/4... Discriminator Loss: 0.9802... Generator Loss: 0.9947 Epoch 4/4... Discriminator Loss: 1.3424... Generator Loss: 0.5325
Epoch 4/4... Discriminator Loss: 0.9869... Generator Loss: 0.8311 Epoch 4/4... Discriminator Loss: 1.5285... Generator Loss: 0.4315 Epoch 4/4... Discriminator Loss: 1.0488... Generator Loss: 0.8175 Epoch 4/4... Discriminator Loss: 1.6544... Generator Loss: 0.3557 Epoch 4/4... Discriminator Loss: 1.2022... Generator Loss: 0.6431 Epoch 4/4... Discriminator Loss: 0.8891... Generator Loss: 0.9624 Epoch 4/4... Discriminator Loss: 1.0246... Generator Loss: 0.8718 Epoch 4/4... Discriminator Loss: 1.5137... Generator Loss: 0.4249 Epoch 4/4... Discriminator Loss: 0.6615... Generator Loss: 1.5590 Epoch 4/4... Discriminator Loss: 0.9237... Generator Loss: 0.9786
Epoch 4/4... Discriminator Loss: 1.2348... Generator Loss: 0.6797 Epoch 4/4... Discriminator Loss: 0.7456... Generator Loss: 1.3528 Epoch 4/4... Discriminator Loss: 0.6663... Generator Loss: 1.7019 Epoch 4/4... Discriminator Loss: 1.3890... Generator Loss: 0.5466 Epoch 4/4... Discriminator Loss: 0.6668... Generator Loss: 1.6650 Epoch 4/4... Discriminator Loss: 0.9371... Generator Loss: 0.9529 Epoch 4/4... Discriminator Loss: 0.6921... Generator Loss: 2.0206 Epoch 4/4... Discriminator Loss: 1.0173... Generator Loss: 0.8390 Epoch 4/4... Discriminator Loss: 1.9179... Generator Loss: 0.3403 Epoch 4/4... Discriminator Loss: 0.7039... Generator Loss: 1.5073
Epoch 4/4... Discriminator Loss: 1.1418... Generator Loss: 0.6741 Epoch 4/4... Discriminator Loss: 1.4065... Generator Loss: 0.4578 Epoch 4/4... Discriminator Loss: 0.9601... Generator Loss: 0.8957 Epoch 4/4... Discriminator Loss: 1.7785... Generator Loss: 0.3289 Epoch 4/4... Discriminator Loss: 1.2922... Generator Loss: 0.5869 Epoch 4/4... Discriminator Loss: 1.1450... Generator Loss: 0.6724 Epoch 4/4... Discriminator Loss: 0.8997... Generator Loss: 1.0036 Epoch 4/4... Discriminator Loss: 0.9917... Generator Loss: 0.8690 Epoch 4/4... Discriminator Loss: 1.3517... Generator Loss: 0.5369 Epoch 4/4... Discriminator Loss: 0.7348... Generator Loss: 1.2513
Epoch 4/4... Discriminator Loss: 1.0783... Generator Loss: 0.8932 Epoch 4/4... Discriminator Loss: 0.6358... Generator Loss: 1.6701 Epoch 4/4... Discriminator Loss: 0.7160... Generator Loss: 1.4277 Epoch 4/4... Discriminator Loss: 0.9150... Generator Loss: 0.9919 Epoch 4/4... Discriminator Loss: 1.0614... Generator Loss: 0.8150 Epoch 4/4... Discriminator Loss: 1.0445... Generator Loss: 0.7777 Epoch 4/4... Discriminator Loss: 1.4138... Generator Loss: 0.5339 Epoch 4/4... Discriminator Loss: 1.5937... Generator Loss: 0.4237 Epoch 4/4... Discriminator Loss: 0.9170... Generator Loss: 1.1324 Epoch 4/4... Discriminator Loss: 1.3309... Generator Loss: 0.6379
Epoch 4/4... Discriminator Loss: 1.3837... Generator Loss: 0.5811 Epoch 4/4... Discriminator Loss: 1.3173... Generator Loss: 0.5312 Epoch 4/4... Discriminator Loss: 0.7098... Generator Loss: 1.5289 Epoch 4/4... Discriminator Loss: 1.0034... Generator Loss: 0.7909 Epoch 4/4... Discriminator Loss: 0.8949... Generator Loss: 1.2008 Epoch 4/4... Discriminator Loss: 0.7541... Generator Loss: 1.9508 Epoch 4/4... Discriminator Loss: 0.9912... Generator Loss: 0.8757 Epoch 4/4... Discriminator Loss: 1.5369... Generator Loss: 0.4302 Epoch 4/4... Discriminator Loss: 1.5293... Generator Loss: 0.4195 Epoch 4/4... Discriminator Loss: 0.7727... Generator Loss: 1.1519
Epoch 4/4... Discriminator Loss: 0.7553... Generator Loss: 1.3459 Epoch 4/4... Discriminator Loss: 0.8846... Generator Loss: 1.3306 Epoch 4/4... Discriminator Loss: 0.8456... Generator Loss: 1.2159 Epoch 4/4... Discriminator Loss: 0.7999... Generator Loss: 1.7218 Epoch 4/4... Discriminator Loss: 0.7459... Generator Loss: 1.2413 Epoch 4/4... Discriminator Loss: 0.6771... Generator Loss: 1.8411 Epoch 4/4... Discriminator Loss: 0.8609... Generator Loss: 1.0784 Epoch 4/4... Discriminator Loss: 1.1304... Generator Loss: 0.7421 Epoch 4/4... Discriminator Loss: 1.2062... Generator Loss: 0.7027 Epoch 4/4... Discriminator Loss: 0.9294... Generator Loss: 0.9734
Epoch 4/4... Discriminator Loss: 1.0438... Generator Loss: 0.9217 Epoch 4/4... Discriminator Loss: 0.6176... Generator Loss: 2.4142 Epoch 4/4... Discriminator Loss: 1.6773... Generator Loss: 0.3459 Epoch 4/4... Discriminator Loss: 1.7251... Generator Loss: 0.3770 Epoch 4/4... Discriminator Loss: 1.0056... Generator Loss: 0.8462 Epoch 4/4... Discriminator Loss: 0.9300... Generator Loss: 0.9696 Epoch 4/4... Discriminator Loss: 0.9807... Generator Loss: 0.8690 Epoch 4/4... Discriminator Loss: 0.9778... Generator Loss: 1.0979 Epoch 4/4... Discriminator Loss: 0.9687... Generator Loss: 1.0619 Epoch 4/4... Discriminator Loss: 0.7884... Generator Loss: 1.2869
Epoch 4/4... Discriminator Loss: 0.7096... Generator Loss: 1.4954 Epoch 4/4... Discriminator Loss: 0.9404... Generator Loss: 0.9756 Epoch 4/4... Discriminator Loss: 1.0624... Generator Loss: 0.8117 Epoch 4/4... Discriminator Loss: 1.1360... Generator Loss: 0.7378 Epoch 4/4... Discriminator Loss: 0.8886... Generator Loss: 0.9759 Epoch 4/4... Discriminator Loss: 0.8243... Generator Loss: 1.1039 Epoch 4/4... Discriminator Loss: 0.9275... Generator Loss: 0.9844 Epoch 4/4... Discriminator Loss: 0.8832... Generator Loss: 0.9755 Epoch 4/4... Discriminator Loss: 1.1974... Generator Loss: 0.6539 Epoch 4/4... Discriminator Loss: 0.7566... Generator Loss: 2.5559
Epoch 4/4... Discriminator Loss: 1.0037... Generator Loss: 0.8348 Epoch 4/4... Discriminator Loss: 0.6837... Generator Loss: 1.4824 Epoch 4/4... Discriminator Loss: 1.0324... Generator Loss: 0.7677 Epoch 4/4... Discriminator Loss: 0.7445... Generator Loss: 1.3090 Epoch 4/4... Discriminator Loss: 0.8831... Generator Loss: 1.3506 Epoch 4/4... Discriminator Loss: 1.1625... Generator Loss: 0.6735 Epoch 4/4... Discriminator Loss: 0.8105... Generator Loss: 1.2337 Epoch 4/4... Discriminator Loss: 0.8350... Generator Loss: 1.4234 Epoch 4/4... Discriminator Loss: 0.8458... Generator Loss: 1.0313 Epoch 4/4... Discriminator Loss: 0.5696... Generator Loss: 2.0171
Epoch 4/4... Discriminator Loss: 1.3204... Generator Loss: 0.5172 Epoch 4/4... Discriminator Loss: 0.6638... Generator Loss: 1.5195 Epoch 4/4... Discriminator Loss: 1.0739... Generator Loss: 0.8502 Epoch 4/4... Discriminator Loss: 1.2647... Generator Loss: 0.6358 Epoch 4/4... Discriminator Loss: 0.8520... Generator Loss: 1.0907 Epoch 4/4... Discriminator Loss: 0.8063... Generator Loss: 2.1924 Epoch 4/4... Discriminator Loss: 0.7640... Generator Loss: 1.2723 Epoch 4/4... Discriminator Loss: 0.6265... Generator Loss: 1.8791 Epoch 4/4... Discriminator Loss: 0.8083... Generator Loss: 1.4425 Epoch 4/4... Discriminator Loss: 0.8571... Generator Loss: 1.1664
Epoch 4/4... Discriminator Loss: 0.8977... Generator Loss: 1.0535 Epoch 4/4... Discriminator Loss: 1.1294... Generator Loss: 0.7174 Epoch 4/4... Discriminator Loss: 1.2196... Generator Loss: 0.6096 Epoch 4/4... Discriminator Loss: 1.1294... Generator Loss: 0.7524 Epoch 4/4... Discriminator Loss: 0.9774... Generator Loss: 0.8976 Epoch 4/4... Discriminator Loss: 1.0188... Generator Loss: 0.8339 Epoch 4/4... Discriminator Loss: 0.9703... Generator Loss: 0.9119 Epoch 4/4... Discriminator Loss: 1.2487... Generator Loss: 0.5798 Epoch 4/4... Discriminator Loss: 1.4463... Generator Loss: 0.5108 Epoch 4/4... Discriminator Loss: 1.0152... Generator Loss: 0.9285
Epoch 4/4... Discriminator Loss: 1.2506... Generator Loss: 0.7262 Epoch 4/4... Discriminator Loss: 0.7187... Generator Loss: 2.1837 Epoch 4/4... Discriminator Loss: 1.0559... Generator Loss: 0.7933 Epoch 4/4... Discriminator Loss: 1.3570... Generator Loss: 0.5953 Epoch 4/4... Discriminator Loss: 0.9557... Generator Loss: 0.9370 Epoch 4/4... Discriminator Loss: 1.4304... Generator Loss: 0.4740 Epoch 4/4... Discriminator Loss: 1.1826... Generator Loss: 2.1971 Epoch 4/4... Discriminator Loss: 0.8020... Generator Loss: 1.1843 Epoch 4/4... Discriminator Loss: 0.9738... Generator Loss: 0.8156 Epoch 4/4... Discriminator Loss: 1.3518... Generator Loss: 0.5371
Epoch 4/4... Discriminator Loss: 0.9985... Generator Loss: 0.8648 Epoch 4/4... Discriminator Loss: 1.1478... Generator Loss: 0.7306 Epoch 4/4... Discriminator Loss: 0.8353... Generator Loss: 1.2536 Epoch 4/4... Discriminator Loss: 1.1418... Generator Loss: 0.6509 Epoch 4/4... Discriminator Loss: 1.0651... Generator Loss: 0.8690 Epoch 4/4... Discriminator Loss: 0.8922... Generator Loss: 1.1476 Epoch 4/4... Discriminator Loss: 0.9574... Generator Loss: 0.9889 Epoch 4/4... Discriminator Loss: 0.8814... Generator Loss: 1.2286 Epoch 4/4... Discriminator Loss: 0.9319... Generator Loss: 0.9636 Epoch 4/4... Discriminator Loss: 0.7628... Generator Loss: 1.5697
Epoch 4/4... Discriminator Loss: 0.9632... Generator Loss: 0.8741 Epoch 4/4... Discriminator Loss: 0.8395... Generator Loss: 1.1435 Epoch 4/4... Discriminator Loss: 0.8411... Generator Loss: 1.7957 Epoch 4/4... Discriminator Loss: 0.7858... Generator Loss: 1.3407 Epoch 4/4... Discriminator Loss: 0.7662... Generator Loss: 1.3585 Epoch 4/4... Discriminator Loss: 0.8804... Generator Loss: 1.1349 Epoch 4/4... Discriminator Loss: 1.1706... Generator Loss: 0.6738 Epoch 4/4... Discriminator Loss: 1.1383... Generator Loss: 0.7105 Epoch 4/4... Discriminator Loss: 0.9853... Generator Loss: 0.9206 Epoch 4/4... Discriminator Loss: 0.8574... Generator Loss: 1.0301
Epoch 4/4... Discriminator Loss: 1.2082... Generator Loss: 0.5973 Epoch 4/4... Discriminator Loss: 0.8349... Generator Loss: 1.1185 Epoch 4/4... Discriminator Loss: 0.9840... Generator Loss: 0.9412 Epoch 4/4... Discriminator Loss: 0.7657... Generator Loss: 2.0080 Epoch 4/4... Discriminator Loss: 1.1535... Generator Loss: 0.6965 Epoch 4/4... Discriminator Loss: 1.3910... Generator Loss: 0.5577 Epoch 4/4... Discriminator Loss: 0.7171... Generator Loss: 1.3961 Epoch 4/4... Discriminator Loss: 1.2081... Generator Loss: 0.6637 Epoch 4/4... Discriminator Loss: 0.8107... Generator Loss: 1.2270 Epoch 4/4... Discriminator Loss: 0.8358... Generator Loss: 1.0810
Epoch 4/4... Discriminator Loss: 0.7972... Generator Loss: 1.3773 Epoch 4/4... Discriminator Loss: 0.7397... Generator Loss: 1.5302 Epoch 4/4... Discriminator Loss: 0.9373... Generator Loss: 1.3222 Epoch 4/4... Discriminator Loss: 0.9040... Generator Loss: 1.0095 Epoch 4/4... Discriminator Loss: 1.0831... Generator Loss: 0.8961 Epoch 4/4... Discriminator Loss: 1.0322... Generator Loss: 1.0076 Epoch 4/4... Discriminator Loss: 1.5707... Generator Loss: 0.4865 Epoch 4/4... Discriminator Loss: 0.8356... Generator Loss: 1.2675 Epoch 4/4... Discriminator Loss: 0.9346... Generator Loss: 1.0343 Epoch 4/4... Discriminator Loss: 1.2238... Generator Loss: 0.6086
Epoch 4/4... Discriminator Loss: 0.8963... Generator Loss: 0.9886 Epoch 4/4... Discriminator Loss: 0.8118... Generator Loss: 2.1025 Epoch 4/4... Discriminator Loss: 0.7465... Generator Loss: 1.5542 Epoch 4/4... Discriminator Loss: 0.6811... Generator Loss: 1.6681 Epoch 4/4... Discriminator Loss: 0.8537... Generator Loss: 1.2971 Epoch 4/4... Discriminator Loss: 0.9543... Generator Loss: 1.0007 Epoch 4/4... Discriminator Loss: 1.6022... Generator Loss: 0.3967 Epoch 4/4... Discriminator Loss: 1.0062... Generator Loss: 0.9318 Epoch 4/4... Discriminator Loss: 0.7116... Generator Loss: 1.4058 Epoch 4/4... Discriminator Loss: 0.8396... Generator Loss: 1.4092
Epoch 4/4... Discriminator Loss: 0.9943... Generator Loss: 0.8247 Epoch 4/4... Discriminator Loss: 0.8637... Generator Loss: 1.8402 Epoch 4/4... Discriminator Loss: 0.7052... Generator Loss: 1.5453 Epoch 4/4... Discriminator Loss: 1.1444... Generator Loss: 0.6733 Epoch 4/4... Discriminator Loss: 0.7461... Generator Loss: 1.3274 Epoch 4/4... Discriminator Loss: 1.2949... Generator Loss: 0.6149 Epoch 4/4... Discriminator Loss: 0.9070... Generator Loss: 0.9717 Epoch 4/4... Discriminator Loss: 0.9263... Generator Loss: 0.9496 Epoch 4/4... Discriminator Loss: 0.7069... Generator Loss: 1.4653 Epoch 4/4... Discriminator Loss: 1.0803... Generator Loss: 0.7394
Epoch 4/4... Discriminator Loss: 0.6420... Generator Loss: 1.7640 Epoch 4/4... Discriminator Loss: 1.4539... Generator Loss: 0.4675 Epoch 4/4... Discriminator Loss: 0.7638... Generator Loss: 1.3606 Epoch 4/4... Discriminator Loss: 0.6022... Generator Loss: 1.7129 Epoch 4/4... Discriminator Loss: 1.2391... Generator Loss: 0.5576 Epoch 4/4... Discriminator Loss: 0.8107... Generator Loss: 1.9889 Epoch 4/4... Discriminator Loss: 0.9413... Generator Loss: 0.9388 Epoch 4/4... Discriminator Loss: 0.8554... Generator Loss: 1.0742 Epoch 4/4... Discriminator Loss: 1.4747... Generator Loss: 0.4694 Epoch 4/4... Discriminator Loss: 0.8880... Generator Loss: 0.9885
Epoch 4/4... Discriminator Loss: 0.6821... Generator Loss: 1.3909 Epoch 4/4... Discriminator Loss: 0.9697... Generator Loss: 0.8215 Epoch 4/4... Discriminator Loss: 0.6856... Generator Loss: 1.4200 Epoch 4/4... Discriminator Loss: 0.6160... Generator Loss: 1.7382 Epoch 4/4... Discriminator Loss: 1.1728... Generator Loss: 0.6633 Epoch 4/4... Discriminator Loss: 1.0834... Generator Loss: 0.7585 Epoch 4/4... Discriminator Loss: 0.7428... Generator Loss: 1.5683 Epoch 4/4... Discriminator Loss: 0.7690... Generator Loss: 1.4179 Epoch 4/4... Discriminator Loss: 0.8123... Generator Loss: 1.1415 Epoch 4/4... Discriminator Loss: 0.8438... Generator Loss: 1.1691
Epoch 4/4... Discriminator Loss: 1.0897... Generator Loss: 0.8086 Epoch 4/4... Discriminator Loss: 0.6907... Generator Loss: 1.6547 Epoch 4/4... Discriminator Loss: 0.9438... Generator Loss: 1.3128 Epoch 4/4... Discriminator Loss: 1.0001... Generator Loss: 0.8439 Epoch 4/4... Discriminator Loss: 0.9426... Generator Loss: 0.9215 Epoch 4/4... Discriminator Loss: 0.8273... Generator Loss: 1.1378 Epoch 4/4... Discriminator Loss: 0.8138... Generator Loss: 1.5495 Epoch 4/4... Discriminator Loss: 0.6113... Generator Loss: 1.9213 Epoch 4/4... Discriminator Loss: 1.1465... Generator Loss: 0.6951 Epoch 4/4... Discriminator Loss: 0.7275... Generator Loss: 1.2489
Epoch 4/4... Discriminator Loss: 0.8851... Generator Loss: 1.1593 Epoch 4/4... Discriminator Loss: 1.1299... Generator Loss: 0.7205 Epoch 4/4... Discriminator Loss: 1.2113... Generator Loss: 0.6376 Epoch 4/4... Discriminator Loss: 0.9267... Generator Loss: 1.0413 Epoch 4/4... Discriminator Loss: 0.8254... Generator Loss: 1.3409 Epoch 4/4... Discriminator Loss: 1.2792... Generator Loss: 0.5677 Epoch 4/4... Discriminator Loss: 1.2701... Generator Loss: 0.7000 Epoch 4/4... Discriminator Loss: 1.1491... Generator Loss: 0.6955 Epoch 4/4... Discriminator Loss: 1.5883... Generator Loss: 0.3875 Epoch 4/4... Discriminator Loss: 0.9346... Generator Loss: 1.0461
Epoch 4/4... Discriminator Loss: 1.3379... Generator Loss: 0.6745 Epoch 4/4... Discriminator Loss: 0.9984... Generator Loss: 0.9128 Epoch 4/4... Discriminator Loss: 1.1300... Generator Loss: 0.7482 Epoch 4/4... Discriminator Loss: 0.8951... Generator Loss: 1.6428 Epoch 4/4... Discriminator Loss: 0.8453... Generator Loss: 1.2758 Epoch 4/4... Discriminator Loss: 0.7272... Generator Loss: 1.4979 Epoch 4/4... Discriminator Loss: 0.7129... Generator Loss: 1.5268 Epoch 4/4... Discriminator Loss: 1.0038... Generator Loss: 0.8759 Epoch 4/4... Discriminator Loss: 0.8957... Generator Loss: 1.0640 Epoch 4/4... Discriminator Loss: 0.9953... Generator Loss: 0.8961
Epoch 4/4... Discriminator Loss: 0.6394... Generator Loss: 1.9889 Epoch 4/4... Discriminator Loss: 1.4684... Generator Loss: 0.4522 Epoch 4/4... Discriminator Loss: 0.8423... Generator Loss: 1.0757 Epoch 4/4... Discriminator Loss: 1.5876... Generator Loss: 0.4083 Epoch 4/4... Discriminator Loss: 1.1642... Generator Loss: 0.6758 Epoch 4/4... Discriminator Loss: 1.3400... Generator Loss: 0.5613 Epoch 4/4... Discriminator Loss: 0.8460... Generator Loss: 1.1431 Epoch 4/4... Discriminator Loss: 1.0630... Generator Loss: 2.5904 Epoch 4/4... Discriminator Loss: 0.7487... Generator Loss: 1.3687 Epoch 4/4... Discriminator Loss: 0.9000... Generator Loss: 0.9624
Epoch 4/4... Discriminator Loss: 0.7357... Generator Loss: 1.8756 Epoch 4/4... Discriminator Loss: 0.6064... Generator Loss: 2.0820 Epoch 4/4... Discriminator Loss: 0.7683... Generator Loss: 2.7038 Epoch 4/4... Discriminator Loss: 0.6320... Generator Loss: 1.8592 Epoch 4/4... Discriminator Loss: 0.9063... Generator Loss: 1.0026 Epoch 4/4... Discriminator Loss: 0.6380... Generator Loss: 1.7628 Epoch 4/4... Discriminator Loss: 1.1520... Generator Loss: 0.7344 Epoch 4/4... Discriminator Loss: 0.9962... Generator Loss: 1.5845 Epoch 4/4... Discriminator Loss: 1.0590... Generator Loss: 0.8502 Epoch 4/4... Discriminator Loss: 1.6412... Generator Loss: 0.4239
Epoch 4/4... Discriminator Loss: 0.9906... Generator Loss: 0.8259 Epoch 4/4... Discriminator Loss: 1.1576... Generator Loss: 0.6767 Epoch 4/4... Discriminator Loss: 0.8062... Generator Loss: 1.1370 Epoch 4/4... Discriminator Loss: 0.9736... Generator Loss: 0.8898 Epoch 4/4... Discriminator Loss: 0.9144... Generator Loss: 1.3697 Epoch 4/4... Discriminator Loss: 0.9147... Generator Loss: 1.3620 Epoch 4/4... Discriminator Loss: 0.8693... Generator Loss: 1.5607 Epoch 4/4... Discriminator Loss: 0.9961... Generator Loss: 0.9150 Epoch 4/4... Discriminator Loss: 1.1490... Generator Loss: 0.6695 Epoch 4/4... Discriminator Loss: 0.8493... Generator Loss: 1.1183
Epoch 4/4... Discriminator Loss: 0.9916... Generator Loss: 1.3685 Epoch 4/4... Discriminator Loss: 0.7434... Generator Loss: 1.3162 Epoch 4/4... Discriminator Loss: 0.8795... Generator Loss: 1.0831 Epoch 4/4... Discriminator Loss: 1.0042... Generator Loss: 0.8092 Epoch 4/4... Discriminator Loss: 0.8828... Generator Loss: 1.1115 Epoch 4/4... Discriminator Loss: 0.9043... Generator Loss: 1.5216 Epoch 4/4... Discriminator Loss: 0.7076... Generator Loss: 2.0135 Epoch 4/4... Discriminator Loss: 1.2982... Generator Loss: 0.5265 Epoch 4/4... Discriminator Loss: 0.7197... Generator Loss: 1.4096 Epoch 4/4... Discriminator Loss: 0.7073... Generator Loss: 1.4896
Epoch 4/4... Discriminator Loss: 1.1804... Generator Loss: 0.7053 Epoch 4/4... Discriminator Loss: 0.9773... Generator Loss: 1.1042 Epoch 4/4... Discriminator Loss: 0.9095... Generator Loss: 1.1252 Epoch 4/4... Discriminator Loss: 1.2122... Generator Loss: 0.6961 Epoch 4/4... Discriminator Loss: 0.7932... Generator Loss: 2.3156 Epoch 4/4... Discriminator Loss: 0.9880... Generator Loss: 0.8852 Epoch 4/4... Discriminator Loss: 0.8666... Generator Loss: 1.1408 Epoch 4/4... Discriminator Loss: 1.4881... Generator Loss: 0.4555 Epoch 4/4... Discriminator Loss: 0.9068... Generator Loss: 1.0820 Epoch 4/4... Discriminator Loss: 0.6820... Generator Loss: 1.3484
Epoch 4/4... Discriminator Loss: 0.6989... Generator Loss: 1.5188 Epoch 4/4... Discriminator Loss: 1.2743... Generator Loss: 0.5500 Epoch 4/4... Discriminator Loss: 0.9720... Generator Loss: 0.8600 Epoch 4/4... Discriminator Loss: 0.7450... Generator Loss: 1.3701 Epoch 4/4... Discriminator Loss: 0.6552... Generator Loss: 1.6482 Epoch 4/4... Discriminator Loss: 0.8872... Generator Loss: 1.4010 Epoch 4/4... Discriminator Loss: 0.7932... Generator Loss: 1.1966 Epoch 4/4... Discriminator Loss: 0.9560... Generator Loss: 0.9598 Epoch 4/4... Discriminator Loss: 0.6984... Generator Loss: 1.3270 Epoch 4/4... Discriminator Loss: 0.8226... Generator Loss: 1.2352
Epoch 4/4... Discriminator Loss: 1.0041... Generator Loss: 0.8626 Epoch 4/4... Discriminator Loss: 0.8746... Generator Loss: 1.0275 Epoch 4/4... Discriminator Loss: 0.7601... Generator Loss: 1.4751 Epoch 4/4... Discriminator Loss: 0.9284... Generator Loss: 0.9483 Epoch 4/4... Discriminator Loss: 1.1133... Generator Loss: 0.6867 Epoch 4/4... Discriminator Loss: 0.8045... Generator Loss: 1.3071 Epoch 4/4... Discriminator Loss: 1.5984... Generator Loss: 0.4083 Epoch 4/4... Discriminator Loss: 0.7076... Generator Loss: 1.4986 Epoch 4/4... Discriminator Loss: 0.9591... Generator Loss: 2.0202 Epoch 4/4... Discriminator Loss: 0.8812... Generator Loss: 1.2449
Epoch 4/4... Discriminator Loss: 1.0933... Generator Loss: 0.7584 Epoch 4/4... Discriminator Loss: 0.5332... Generator Loss: 2.3180
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.